{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 基本信息\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from pandas import Series, DataFrame\n",
    "\n",
    "# 股票数据的读取\n",
    "import pandas_datareader as pdr\n",
    "\n",
    "# 可视化\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "\n",
    "# time\n",
    "from datetime import datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "start = datetime(2015,1,1)\n",
    "company = ['AAPL','GOOG','MSFT','AMZN','FB']\n",
    "top_tech_df = pdr.get_data_yahoo(company, start=start)['Adj Close']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_tech_df.to_csv('../homework/top5.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Symbols</th>\n",
       "      <th>AAPL</th>\n",
       "      <th>AMZN</th>\n",
       "      <th>FB</th>\n",
       "      <th>GOOG</th>\n",
       "      <th>MSFT</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2014-12-31</th>\n",
       "      <td>102.942894</td>\n",
       "      <td>310.350006</td>\n",
       "      <td>78.019997</td>\n",
       "      <td>523.521423</td>\n",
       "      <td>42.317471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-02</th>\n",
       "      <td>101.963631</td>\n",
       "      <td>308.519989</td>\n",
       "      <td>78.449997</td>\n",
       "      <td>521.937744</td>\n",
       "      <td>42.599895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-05</th>\n",
       "      <td>99.091148</td>\n",
       "      <td>302.190002</td>\n",
       "      <td>77.190002</td>\n",
       "      <td>511.057617</td>\n",
       "      <td>42.208153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-06</th>\n",
       "      <td>99.100471</td>\n",
       "      <td>295.290009</td>\n",
       "      <td>76.150002</td>\n",
       "      <td>499.212799</td>\n",
       "      <td>41.588646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-07</th>\n",
       "      <td>100.490089</td>\n",
       "      <td>298.420013</td>\n",
       "      <td>76.150002</td>\n",
       "      <td>498.357513</td>\n",
       "      <td>42.117054</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Symbols           AAPL        AMZN         FB        GOOG       MSFT\n",
       "Date                                                                \n",
       "2014-12-31  102.942894  310.350006  78.019997  523.521423  42.317471\n",
       "2015-01-02  101.963631  308.519989  78.449997  521.937744  42.599895\n",
       "2015-01-05   99.091148  302.190002  77.190002  511.057617  42.208153\n",
       "2015-01-06   99.100471  295.290009  76.150002  499.212799  41.588646\n",
       "2015-01-07  100.490089  298.420013  76.150002  498.357513  42.117054"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_tech_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_tech_dr = top_tech_df.pct_change()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Symbols</th>\n",
       "      <th>AAPL</th>\n",
       "      <th>AMZN</th>\n",
       "      <th>FB</th>\n",
       "      <th>GOOG</th>\n",
       "      <th>MSFT</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2014-12-31</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-02</th>\n",
       "      <td>-0.009513</td>\n",
       "      <td>-0.005897</td>\n",
       "      <td>0.005511</td>\n",
       "      <td>-0.003025</td>\n",
       "      <td>0.006674</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-05</th>\n",
       "      <td>-0.028172</td>\n",
       "      <td>-0.020517</td>\n",
       "      <td>-0.016061</td>\n",
       "      <td>-0.020846</td>\n",
       "      <td>-0.009196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-06</th>\n",
       "      <td>0.000094</td>\n",
       "      <td>-0.022833</td>\n",
       "      <td>-0.013473</td>\n",
       "      <td>-0.023177</td>\n",
       "      <td>-0.014677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-07</th>\n",
       "      <td>0.014022</td>\n",
       "      <td>0.010600</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.001713</td>\n",
       "      <td>0.012706</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Symbols         AAPL      AMZN        FB      GOOG      MSFT\n",
       "Date                                                        \n",
       "2014-12-31       NaN       NaN       NaN       NaN       NaN\n",
       "2015-01-02 -0.009513 -0.005897  0.005511 -0.003025  0.006674\n",
       "2015-01-05 -0.028172 -0.020517 -0.016061 -0.020846 -0.009196\n",
       "2015-01-06  0.000094 -0.022833 -0.013473 -0.023177 -0.014677\n",
       "2015-01-07  0.014022  0.010600  0.000000 -0.001713  0.012706"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_tech_dr.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x21c899b2dd8>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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1nCN6VLU2peOqrbjnnzhByty5AFycOZP8I0dIePc9ADLXra0y9RyB3Q2DEGIk\nMBAYbthQgZQyX0qZbDiPBo4DzdFmCGEW3cOAc7bGlVLOllJGSSmjgoKC7K22QqGobFLjIOkwXDe0\nqjW5JMLVDYCLn820kucdPFQV6lQKdjUMQogBaM7mQVLKHAt5kBDC2XDeGGgGnJBSngcyhRDdDNFI\nDwG/2FMnhUJRTUk7pR2DWlStHpehyKJkr2t4OOFztBxn519+GQDh4UHuvn3Y8tfKoqLKUdLOVCRc\ndQmwFWghhIgXQoxFi1LyBdYUC0vtDewTQuwFfgQelVKmGO49BnwNxKLNJGpkRJJCoShGkR4O/w4F\n2bbvx20G4Wy927kaUVRQwPlXXqHwzBn8R4yg+batNF3zF97XX2/VLvjZZ8k/FEOuRUCMlJLMv//h\ncOs2pP28vLJVrzDlDleVUj5gQ/xNKW1/An4q5d5OoERUk0KhqOFs+hD+fgtueBn6vKAZimUPaonx\nInrB9lkQ0BS8A6ta0xLIoiJODhpMQVwcAD69e+NcuzYAwtmZ8FlfkbJoEXUeGolXp44kfvghGX+t\nwatzZ7K3bCFlwXdkrV8PQOa6ddQeclcpT6qeqJQYdkQIwYgRI0zXOp2OoKAgBg4cCGgpuQcOHMh1\n111H69atue222wCIi4vD09PTlE47MjKSWbNmmc7d3Nxo164dkZGRTJkypUreTaEoM7sMW5z+MaSH\n3/c9HPkDNn8Mi+6G/HRocoOpuZSS1O+/59yLL1GYkFBpakopyVj9F0XZ5plN/pEjJqPgVKsW3t26\nWvXx6dOHBrNn49OzB06enni2aUPqd98R07IVp8eMNRkFwCq0taZwVabEqCq8vb05cOAAubm5eHp6\nsmbNGkJDzdG3r776Kv369ePJJ58EYN++faZ7TZo0Me2KNvLII9p2joiICP755x8CA6vfLyuFwiYF\nOZBmkcdrxxz4w8Y+he4TTafpK37hwqtaeun05ctpddh2DYLsrVvJizlMndGjLplr7ErJ3rKFs08+\niXPt2jTfthUA3UUtA0GDeXPx6tr1ss/xjLyOnGJ7q1wbNsDJ3QN9WlqFdaxs1IzBztx66638/vvv\nACxZsoQHHjCvuJ0/f56wMHMQVvv27StdP4WiUkg5jlXkudEo3PY+3DMXRv0Oo1dZZVDN3rjRaghb\njlt9VhanR48hcfp08o8es4uqybPnaGOnpaE37FlI+34ZAK716l2R8fHtP8DqWri60njFCtwaNyZ3\n7150qal20bWyuCpnDBu/P8rFM1mXb1gGAsN96HXf5YuGDB06lDfffJOBAweyb98+xowZw0bDf/AT\nJkzg/vvvZ+bMmdx8882MHj27yjwoAAAgAElEQVTalNLi+PHjREZqGUN69OjB559/blf9FYpKIycF\nYtdp5w8shSWGcNTRf0LD6212kXo9Obt3492jB97du5H4/gfIvDyEl1aVLf/4cZI++ZTAxx8z9Tn1\n0EO02L6t3Gpmb9uGk5cXOdu3m2U7duDetCmZa9biVKsWrqFXtt/Ws11bWh2OQZeSQurChQSMH4+T\nhwcBo0eRuXYtyV9/Td3nny+3rpXNVWkYqpL27dsTFxfHkiVLTD4EI/379+fEiROsWrWKP//8kw4d\nOnDggJaD0NZSkkJRoyjIhkX3wqnNZlnjvubz8G6ldk369DN0588T/NyzpqWXotxcnAyG4dSw4ejT\n0/GKMmdzMO5ILg/5J05wetRo03Xdl18mccYMcqN3kbZkKQBNfl+JcHUt07gudeoQNGmS6drzuuvw\naN2avEM1a8/DVWkYruSXvSMZNGgQzz33HOvXrzdlSzVSp04dhg0bxrBhwxg4cCD//vtviQI9CkWN\n5OAKa6MQ2AJcPWHECpB6cLK9cp0yfz7Js2YB4Nu3LxmrVgOaYQBtScm4xJN/4jgAnh06kLt7N/q0\nNFO0UFnIWLnS6rr2vfeQ8ccfpMybZ5K52Mmn5+zrS/7Ro8Q/8QT13nyzRuRVUj4GBzBmzBheffVV\n2rVrZyX/+++/TWm4MzMzOX78OA0aNKgKFRUK+1GQDd8OgF8eB9/6MGY1PLELRv6m3W9yAzS92WbX\nvMOHTWklwmd9hZO3N07e2iyhKNvw/8oac7qJ3OhoAPyHDTP0P1IulXMPHMDZ359ad91FkzV/4eTh\ngZuj/l90ckKXlETmmrUkTp9hFf1UHH1mJum/rSz1fmWhDIMDCAsLM0UeWRIdHU1UVBTt27ene/fu\nPPzww3Tu3LkKNFQo7MjmT+G0Fs3DnV9Ag24Q0AR8616ymy41lbh77wOg1j1349OnD2D+pa5LSkKX\nmsqF11839ck/FquFj16vJd3L3rLlsurp09M588ijnLz3PoqM9UzS0/Fo1YqQd9/BLVxzgBvHBPAd\nMMDmWOWhMN6cJzR9+XJib9KMZGFCIoWJiVZtT959D+eef56C+LN2e355uCqXkqqKrKySDu++ffvS\nt29fAJ5//nmet+GAioiIMPkabBFniKdWKKolaafN50FXnu49PyYGWVhIwKOPEPiIOdO+0eGbf+Qw\n2Vu2oM/IIGzmZ8Q//QwUFuLRuhUuAQF4detGxh9/EPzM01bjZq5dS85/O6n7orbnJ3fPHrI2bNDG\nPHwY95YtKUrPwLVYLRO/QYPw7NiRosxM3Jo0KdOf4FJInc7qWp+Whi4piViDITSG5ebHxlJ4Wvtb\nXmpWURmoGYNCoagYRYXg3wimJoFf/VKbSSk5N3UqKfPnA5C1aTO4uhIwejROnp6mdi7BwQAkznif\nvJhDeLRuje/NN0NhIYDJuevZtg26Yr+4AeInPkHK/PnoDT/ULDfLxQ19gCORHSiIi8OlToBVPyEE\nbuHheLRujZO7e3n+EjZxb9YMAO8+vU2yk3ffYzqXhvfK3mz2zxRll/yRqUtK4vQjj3Bx1myH52BS\nhkGhUFQMfSE4u4KL2yWbZW/eQvqPP5Hw7nvkHTlKwYkTuEc0LLEzWDg7m87zjxw1zSCMEUJeHToA\n4ORXC1lQYFoeApAW5W4T3n0XAN0F27uoXcPCbMrtTch77xL68UeEf2WqaGxl0E7cdRe5+/ejzzQb\ng1PDhpP48cdIi5ru5yZPIXvDv1z84gtwcAXkq8owVKQa3dWC+hsoroitX8CRVfYZq0gHTiVXpQsT\nEjk9Zgz5J08CkL3JUMzG1ZWTgweTtX49Xl26luhniT4lBddQbcmn6d/raGpYEgJw9vMD4ML//mdu\nn5FhOs+PjUWflcXFL75AuLvTaPnPBD39NEHPPgOAdw/beyrsjbOfH34DBpS6Ua4g9jinR44i7+BB\nK3nyV7PI3bvXdF14/jwAzTZttMuO70tx1RgGDw8PkpOTr+kvRiklycnJeHh4VLUqiupMQTasfhGW\n3G+f8QyGQer1pCz4Dl1qKlJKEqdPJ3vLVtKWfU/u3r2kzJuHe+tWNPnjd1PXgHEP2xwywMLn4N1N\ncwq7BAXhWjfYJHeupRmG9J9+Nsn0GZmm87y9+zj75FMABE6YgEerVgQ+Mp7AceNoEb0Tj+aVH9Ze\n+37bf/OinByy/vmnhLzw7DmyNm4ipmUrCk6exLlOHZx9fR2tZvmdz0KIb9EK8iQaazkLIeoAy4AI\nIA64T0qZaqi18AlwG5ADjJJS7jL0GQlMNQz7lpRyfnn0CQsLIz4+nmu9upuHh4dV2g2FworCXJjR\nzL5jFukoyBQcb6MlSU545x2r27rkZE6PfRjh7o7/fffhFh5O0w3rtdlAvXo2h/Tu1pXkWbNw8vPD\np1dPm22cDDMGgIuz56BLSiL1u++s2hjX7QPHj7Pu6+1dtne0E/XfeJ20ZVq6DZfgYIry8iiymOX4\n9OmDR7t2XJypFQU69/zzVo5wfUoKlUFFopLmodVfWGAhmwKsk1K+J4SYYrieDNyKVpynGdAV+BLo\najAkrwFRaIlVooUQv0opy5xYxNXVlUaNGlXgdRSKa4Atn0GhRcSL0T9QAbKOpXFmme0fZO4tWpDx\nm7afIezzmfjedBMArnXr4lq39HBWJx/tV7Gzf+mb14SLWe+kDz+0uufdo4eVM7c60nTDemRBAUkf\nfWzaWFfvtVdxDgig9pC7iL1R+1sVHD8OLi5QLLrJkZR7KUlK+S9Q3HwNBoy/+OcDd1rIF0iNbUBt\nIUR9oD+wRkqZYjAGawD7BRArFNcKUsKKCfB6LfjrFU0WHw3Jx81tjqzSUmD71IU7DY7QpMPle15+\nJvw1Fda+Qfp+bVeyb//+NP9vB3WnagsA/sOH49G2jamLR6srD2U1bnITNsvCa3h1jsLZxu7k5tu3\nEThxAh6GDaYNFpRrEcJhhH/zNXVfegkhBE7u7gQ8Mh6/O+4gfNZXuIaE4OTujmtICPVee9XUx7ub\nlk6kzpgxlaKjvfcx1DWU60RKeV4IYVwQDAUscvASb5CVJlcoFFfK+X2waoo5HcX2r7RNZku13cE8\nsUszBkafQs9noIHB6ftVLxizSmtvi9UvQ8pJeGCxWVaQjfxmAHmHjyB1gqL8MNyD3Aj75GMA6jw4\nnDoPDgeg8OxZkw/ApX7poazFcfLxAcCzY8dS2wgnJ0KnT+P0mLEmWaNffsG5Vi28OnSg0Q/fX/Hz\nKhOfHj2gRw/TtYu/P6Ezppdo5//AA6QuXUb+kSM4165dahpyR1BZG9xsmX15CXnJAYQYD4wHVBoJ\nhcKSrTPh1GYKnBqQuLmQgOYpeBqNAsBnHbV01wBhnZGdx1Fw/DhuEoSQ8G1/aD8UokZrBkKXD8mx\n4BeijQ3aJrbaDaCoiKIPOnLixyIKs4MMD8jDM8wTW7iGhhL2uTZGWSJpXIODifjhB9ybX9of4n39\n9bTcv6/Mye5qCs6GvErlyQdVEewdlZRgWCLCcDQG68YD4RbtwoBzl5CXQEo5W0oZJaWMCgoKstVE\nobj2KMihYPtK4ve14/hiHZmnBHFrDBu37pptbvfHcxDYgqKH/uBwu/acGDSY/E5vQT1DPq99SzUD\nUVSkVV778nqYFmHu/3E7yM9Cppzg2GIozLb+TSlcSv/S973pJpNvoSx4tmt7RRvNrlajAOBqmGVV\ndhU4exuGX4GRhvORwC8W8oeERjcg3bDktBq4RQjhL4TwB24xyBQKxaXISoI3A+Gd+iT8507mIXMW\nXzdfHVIPsU/O5PTeSHMfXR5py77XvvyBQp828Ogm63Hf9NeqrVnSQksfL7d8SepLd1NUqH1tRHy/\njMBuWnSPVwu1AuwIgp97lqAnJ1Hrrjsv39iOVCRcdQnQFwgUQsSjRRe9B3wvhBgLnAbuNTT/Ay1U\nNRYtXHU0gJQyRQjxP+A/Q7s3pZSVE4+lUNREUuMg/SzMM3xZS8jN9MUzqj0+ffqQd+AgmatXc/iH\nEOAihRcgu54b3nULyGr0AgmT3zYNZSudBAAXj0BAMwhqAZ0fhka94a1gUr76iMS92i/Xhgvm4tm+\nPR6f/oHf1p9x7/+og1/82sQlIIDAxx67fEM7I2rihrCoqCi5s1h9VYXimmDOTXB2J/p8QWqsN0n7\ntVj++u+9S+077yT527kkTrd2ZLoE+tPs80mcmb2JrHXrCJkxnXPPvwBAi13ROOnSQDhpfoV5t1OY\n40Savj8+D72IS2AgwtMTl61vE/fuCnIvuiHc3Wm+Y7td8wkpKgchRLSUMupy7VR2VYWippCTgj4u\nmqM/WWcFdYuIwO+WWwCoM2okRdnZZKxeRegHH3Jy8GB0F1MpanEnudGfUOuuu6h1xx2cmzwFioo4\n0rETvv36ETDuYQriUpBNPiBn67+k//0fF3/XSnI6+/sj3F3RXXTD/9Ye1Pvo60p/dUXlogyDQlFT\niF1L1tmS6U6CnpxkKoEpnJwIemIiQU9MtGpzbvIU9Glp+N1+OwBN1//DhTffJGvtOjLXrCFzzRqr\n9m4RERQY0r3rLQrZu0X2sucbKaopyjAoFNWRrESYexvkZ8DgLyBuI7rty0jYWxvXkBCarF6FPiOD\n1MVL8O3Xr9RhQqa9x7nJU8hcvRq3iAh8emrx867BwYTPnEne0aOcHDS4RD//4cOpM+JBrcjNY48D\nUOuuO6k1cKBj3ldRrVCGQaGojsSuheRj2vmiuwHIOe2BPrcOobPeRbi64hIQUGJmUByfG24wnRsL\n11ji0bw59d9+C1lQgD49g8IL5wl68klTeKRzrVpELF6ElNLhGT0V1QdlGBSK6kZBNqx9vYRYH/kY\nbFmGW8OGVzyUs58fjX5ZgS4xEZ9etpeBat9992XHUUbh2uKqSbutUFw1HP4dshLg7m/g8e3Q4UF4\n6RyZe7XawWXdBevRokWpRkGhsIWaMSgUVUFqHHj6g4dhR6tep9U1SI2D01vBxRNa3wnOLjD4cwoT\nE8nevBn31q1UmKjC4SjDoFAU5moVyCqYfvqKObMD5g0Efb527e5H7vlCkvZ64e5fSPB1GYjQDppR\nMJD1998AhLz3XuXoqLimUYZBcW1zbK3JuUvTm+HBn+DQr+DqBc1urvDwusPbKPjrS7wa1YZmt2jj\nfqelN5BFkJPkRl6ansTdWrK07AR3akXkIBu0J+vTzwic8Dj5R4+S/PU3uDVsaCosr1A4EmUYFNcu\nuWlmowBaJNDh3+H7Edr1a2kVLrp+/sXnyIpJpsnABNyi54FPXZJjfLl4NJii3FxTO+9evQgYNZLT\nYx/m7KEOFKxaA6whZ/cucrbvgKIiwufMUU5gRaWgnM+Ka5d4Q4quPlPgsS3a+dJh5KW5UJDpDOf3\nlt73Uujy4ZeJyOhFZMVoye2yznog9XBubT6Je31xs6g26BUVRf3XX8OrSxeEmxsFp88C4NGuHTlb\nt4GTEw2XLC61xKVCYW/UjEFxbZJ6Chbdo513GQ/eAXDfAnK/GEvc2iAQkpYPHUWERF56nGLk/Pcf\n8U9MQJ+WCawzyZOP1SHthBf56a749OlDyPRpOHl7o09PxyUgwNQuaNITpP34E/XfeRvPDh3QX7yI\n1OlM6ZcVispAGQbFtUN+ppaO1MMP9iyiSCdwcpGaUQBk89s1owAgBek/LMbLLwqZl4t7qzZWQ8mi\nIpJnzybp408A8H9oBN5du5L1yyL0aZkIJ4ksEni3b4xXvztJ+uBDdLhSZ/g91H3lf6ZxLI0CQMDD\nDxPw8MPm+6r2iKIKsHt2VSFEC2CZhagx8CpQGxgHGKuGvySl/MPQ50VgLKAHJkkpL1mTQWVXrRyK\nsrMR7u4Il5rz+6Hw3DkuvPMOBSfjkPn5hH78MZ5t24C+kJwXWqFLy8Rv+hbSXxvCubUFOHl60HDx\nYi68/Ta5O6MB8OrcicJD29HlOyF12mpry0MHEb9NMpS5XELWf3s5M268TR18QvIIn/4KssNIcHKi\nKDubi599hk/fvnh166b8BIoq40qzqzo07bYQwhk4C3RFq8GQJaV8v1ib1sASoAsQAqwFmksp9aWN\nqwyDfdElJZF/7BiekZGmZGwAMS1b4d2nNw1mzSrRRxYVgRDl/pIriI/Hxd8fJ2/vcutdnOwtW0z1\nf11ru1GYVgCAb/c2ZO/cbyow4+yuR5/vXOo4jX/9BflFd06uCjbJgsaPJH/Vl/g1zCXfrzd6jxBS\nflpD4+EeuHW8mbzTqcR9otVcbjLCB7eX/ytteIWiyqguabdvAo5LKU9d4gtkMLBUSpkPnBRCxKIZ\nia0O1u2aJyc6Glmo48yjjyLz8gBoMG8uslCHW6MIALI3/GszT87ph0aSfyqO5hs3luu5p4Y/CEDL\nA/srNiPR5YOLtuHrwkvPAFCrUQ4hXc+RneBG+kkvMnbsR+qdEM4g9ZiMglfnjjh5+SKReHfpgm//\n/jj7+eHs5wfP/QWrHjQ9Jmn2fMCLjNNewEHgIM4eetz1J+C/2XgCdVr44RlYgFtE2/K/j0JRDXC0\nYRiKNhswMlEI8RCwE3hWSpkKhALbLNrEG2QKB1JUUGD6crbk9KjRJWRpy5bhP3SouW9ODjlXOGOT\nej1ISdzQB8g7cIB6r71K+u+/m+7n7t2LV6dO5XiBIi2s9NweGP49+jMH0SWn4d88m3odM+DZo3j/\n8SzedX8jpBvo7v0FEdKWk/37UpihJ+SlJ/C9f2zpu4jDOhF6qzdZhxNJP2me1Xi1a0HO/iMA1Il0\n04R120KdxtTlV+06uFXZ30ehqEY4zDAIIdyAQcCLBtGXwP8AaTh+AIwBbE0lSqxvCSHGA+MBGjRo\n4ACNrw3yjh4l/+gxCk4cL3lTCM05a6D+W/8jYcb7XHj9DTzattPW6oGU7xaa2lwq62bGX3+R8O57\nyLw8U07/C2+8CZjz/cuCApt9C8+dI3Pd33j36IF740YlG2z/Cg6vBODMsNvJOusJCNyjboFn3gWf\nYLh/oam+sYuTtozUdMeBS/x1rPGbvhG/vUtIf3CG1vfjR3DtN4EztzTDK6iAgK9PgrObea/Dhula\nWovrJ13xMxSK6ogjZwy3AruklAkAxiOAEGIOsNJwGQ+EW/QLA84VH0xKORuYDZqPwUE6X9XYyr3f\ndMMGdIkJuIaEkLt3L5mr/0Lq9QQ99RRuYaG41K3LmXHjiZ/0BA3mzCF3927SfvzR1L8oM1NbejFg\n9FmlfDuXxBkzrJ5V6847SV+xAvdmTan74oucHjOWrI2b8O7enaK8PHJ2RuPTswf6jAxib7zJ1M/d\nH+pP/xDPngPgwj7IS4e1ryElpOd2IeusllyuVjOo9chLmlEw4lSBrTqunnDdMEK6vUTKEW9crusH\nzq6Ef/2dtiblUmy20eeF8j9LoahGOMz5LIRYCqyWUs41XNeXUp43nD8NdJVSDhVCtAEWY3Y+rwOa\nKeez/ZA6HWceeZTszZut5M4BATTfvOnSfYuKONy6Tan3m6z6E9eGDUFKhJMTp0aNRubmkh8Xh8zN\nJeLHH3CLiECfmopr3bqmfoXnzxN7w40ANN+5kzPjx5G7azcufu54dOxG1voNeAQUkJfsZuoT1D6D\nwNZZpuu04Gc5/+kSEILm//2Hs4/9HNlWzOwCF4/A5FPgWbbMpgpFdaJKnc9CCC+gH/CIhXi6ECIS\nbZkoznhPSnlQCPE9cAjQARMuZRQUZSf527kmoxD2+UzcGjcm47eVBE54/LJ9hZMT/sOHk7pokc37\nupQUUhZ8R+rixSXu1XvjDTyaNwfAycIoALjWr4/fHXeQ8dtvJLzzDrm7dmvjZeSTtX4DABE3XyS5\n9mSy/vmb3Nh40uM8cXYtwrdBLoUhgzSjAITPnuU4owAwZhWc3qaMguKawaHhqo5CzRjKxokhQyg4\nFkuj5T/j3rTplXf8czKEd4W2Q4hpae1QNfoIQj/9hLOTnrTZvdGK5Xi0bFnq8EV5eRyJ7GC6bnpH\nAqc31KEgw5Xg69IJWHTStFxz/oWnSft1FQAunnp0uVpkUcNFC8vnvFYorkGqS7iqohpQlJ2N7y23\nlDQKuamw/0cI6aCFfTq7Qf32WhpqNx/Nwbv9K2g7hKYb1pOyYAE+PXvied116DMzie3T12QUnAMC\nCHzsMdybNkEWFpK9bdtlM4E6eXjgN/B2Mlb+TnAPV1x9BY2/eBWp0+HUoIPVGr7PLbeT9uc6KCw0\nGQW/O+7As0OH0oZXKBTlRBmGakZRQQFxQ4dSZ/jwKyq5eDkKL1yg8NRpvLt0NQuXDofA5nDkD0g6\nbN3B1RsKs+FWC8dxYS6udetS9/nnTSLh6UntofeTtnQZ3j17Ev7F5wg3sz/gSiuGhT52O6E+c7SL\nsO6IqIdshqn53nwzzTf+y9Fu3QFoMG8e3t262mipUCgqisquWs3Qp6aRfyiG8y9PJXPtWpP8wptv\nEtOyFTEtW1F44cIVjZWx+i9i+2rF4J28PLVQ1NUva2Gemz4saRRAMwoAf5qNAGd3lWgmhKD+66/T\nYu8eGnw9x8oolInj5kRzDHj3kk2da9cm6Jln8GjXDs8OZUtup1AorhxlGKoZstAc159jcMjm7NpN\n6mLzPsGsf/8t0S//uHlfQlFuLhe/msXZJ81r//qsLEg7BVtnWnd84SRM2g1PWcT3122rzRjGr9eu\nT28pVd8Kl5lMOakd292nPfcyBI4fR6MfvlflLRUKB6IMQzVDFhSazvOPHCFlwQJODRsGQNCT2sap\n1CVLSXjX/Os6ZeEiTtw+kNPjxyOlJOnTz0j6+GMAvK/Xll68OnaCpKNah9YWexm86kCdxlA7HLwM\nmT7HrIau4zXfQ3BrOPyHaaMYAHGb4diaCrykhH9nwLavoCAbwjrD3XMqr7SmQqG4JMrHUM2wnDFk\nb95stffAo117hKcn+TEx5MfEUGvwYIry8kh46y2t/b8bSXjrbdKWLweg0fKf8WjVivyTJ3HLOwSL\n79UGunWGVpzGr1iO/9GrIDsR3H3MsrZ3w9//0wrUR/TQZPNu046vp5fvJff/AH+/Zb6OuDJ/hEKh\nqBzUjKGaYZwxeHXrhmtoKE5+fgQ9+wwtDx3Ep2cPq13GJ4fczalhwwFwDdc2j6cuWoTMySF89iw8\nWmkhpu4REYgtn2qd2t0LvnWhbmvw9Ld+eFBziChWJazl7dpx3m2wdxl2ofhyVnKsfcZVKBR2Qc0Y\nqhmyUDMMAQ8/jE/PHiXuu4aGoktIsJIFP/88AWPHkPj++yR//Q2AySgAsHcpnNkGt70PXcaVTSFf\ni1lFwn7IvaVs/Y2c36eV0rx4VCuZeeNUaH4rfNUDMs+Xb0yFQuEQ1IyhmmFMKidcba+3+/TpY3Ud\n+MREAsaOAaD2PVqpSpe6da0rf+2YDfXaQdTYsivkWRse+kU73/IZfFCOzKGFuTCrF/z+jLYvAqDp\nzVCvLUQ+CIM/L/uYCoXCYagZQzXDOGMozTD43ngDSR99hEebNoR/9aWVAXCLiCDk/fdxDQ2xGFBC\nzkVo0L38CeUa9zWf63LN50lHIKiFdds9SyDjLPR6VvNL+NbTcg1ZMuRrzbENcKcyCgpFdUMZhstQ\ncOoUZx59DCdvb8LnzMbF35/M9etxCwuzmV5C6nQVKjyjT9ccus5+vjbvuzVtSvDzz+HTt6/NesC1\nBt5uvshMgDk3aF/UzW8tt04A1GuvZTYFaD4Ajq6CbV/AHZ9Yt1vxqHbcswhSTljcEFpYrLMb1FLl\nNhSK6owyDJdASsmFN96k4KQWa3/hjTdxcncj/RetIEurwzFW7dN++pnzL79Mg7nf4t29e7memfyt\n5iNwrV/f5n0hBAFjr3BJ6PjfmlEAcKrgP/X938G6N6FOE+j9PMwdAKmnzPdjVsLKp83XxY3CCye0\n0FiFQlHtUT4GGyR/8w0Zq1aTd/AQ2Vu2EPTUUwBkrlplMgoAZx59DMskhMaqZvETJlJ49qxJnnf0\nKIWJiRRlZ6NPS7N6lj4jw2qMoswscHYuey3kmN9g/h1QmAcZ52DlM+Zf736hcN3QS/e/HP4RcM+3\ncOPL4OKmOaUzLMpmLBuuhbqCFgrb4UHo+ph23ai3MgoKRQ3CUWm344BMQA/opJRRQog6wDIgAi3t\n9n1SylShlf/6BLgNyAFGSSlL5mBwEAWnTnH+1dfwuaEvfv36kbtvH4kz3rdqU/ueu3Fr2ICzTz+D\nS716hM/6ipOD7yRr/XoOt2qNS0h9PNu0JXONtumrKCeH2JtuLvWZbk2b4NWhA/lHj5G7bx/+DzxA\nvVdfIe/IUQrPnCH4+ec1h+2WmbBjFmQnwbh/4MQ/kHEe+r9tTjAnJZzbBcsMZToP/Ai/TDA/rPkA\nGGanMNPiXDwCOSnm2UGTm6Dfm5rfwdkV9DptM12ISl+hUNQkHJJ222AYoqSUFy1k04EUKeV7Qogp\ngL+UcrIQ4jbgCTTD0BX4REp5yexo5U27LXU64ic9Se27h+B7k1Yh7OKcOSR98GGJtm5NmlBw/Die\nkZFELF1S4n5RTg7H+w9An55uVZ6y7ksvkr11G1n//FMm3byiokwzjmZbt+Cy5W34b47txkOXQP3r\ntLX6ta/Dpo8MNwRWVVF7PgM3v1YmPa6YZQ9qs5T7vtNqL4N23nqQY56nUCgqTHVMuz0Y6Gs4nw+s\nByYb5AukZqG2CSFqW1Z7sye6hATyDx8m/qmnabz8Z9yaNCF3794S7UI+eJ9at99O3pEjuAQH2xgJ\nnLy8aLphPQiB7vx5Ym+8Cd9+/fAfMQL/ESO48NrreLRri1dkJG6NGoGzMxQWInU6UhYswMnLC+c6\nAfj1v4VTIx4yGQWnWrVw8fc3x/YP/xFi12nO3DZ3wq4F8PN4KMgEj1pamUvQZgZhnbVdygBP7IKA\nJvb+E5q54WXNMKRY1I5uVs49DgqFolrhqBnDSSAV7efrLCnlbCFEmpSytkWbVCmlvxBiJfCelHKT\nQb4OmCylLHVKUJFCPdpkZxQAACAASURBVLrUVI51vx731q1wrlWLnK3bcPLyoignh8AJEwgYP65c\nCdqMf0chbCWNvkxfvVawLmfHDtwiIjTH8/xB2nLSwxY5iYr08FawVnDekvHrtfDPi7Ew01C05tXU\nitU7vhxZifC+od6Cmw88tlnzQygUimpLVc8YekgpzwkhgoE1Qggb+Z1N2PomLWGthBDjgfEADRo0\nKLdiLv7+uDdvTv4hLaLIq2tX6r70IjIvD482bcodaloeg2Dq66wVnjFFMl08Bic3QGCxPQJOzlAr\nDFLjzLK+L5r3BAQawmfd/RxrFAC8AsEvDDLitTQbyigoFFcNDjEMUspzhmOiEGI50AVIMC4RCSHq\nA4YQFuKBcIvuYcA5iiGlnA3MBm3GUBH9In78gcT3plGUnU39d99BOPpLtCzkpcMczf9BenzJ+/Xa\na4ah5UC4/QNtA5klzx4FUQnv4+SkRR5teA+CSi/fqVAoah52NwxCCG/ASUqZaTi/BXgT+BUYCbxn\nOBryLPArMFEIsRTN+ZzuCP+CJU5ubtR79RVHPqL87JgD+enQ9VHti7c44V0g5ldw9SxpFEBLkFdZ\n9HpGC0Pt+FDlPVOhUDgcR8wY6gLLDUsrLsBiKeUqIcR/wPdCiLHAacCQA5o/0CKSYtHCVUc7QKea\ng9F5fMNLmnO5OI16a8cG3SpPp9JwcYeuj1S1FgqFws7Y3TBIKU8A19mQJwM32ZBLYEJxeY3kwgHY\ns1jbBOZ2BRvUshJh7RvQcYQWUXR6myZvPsC2UQAtTPXZI7ZnCwqFQmEHVEoMe7L/B9j2ubbxq+fT\nsPULbaNX5HAtvDRuM8RtguufgPQzsGGa1m/PQutx7pl76ecoo6BQKByIMgz2RBrKX8au1T5GDq2w\nbvfrRPO5m4+Wx8jTH1JPQqtB4ObleF0VCoWiFJRhsCeFOdoxsLlWkKbro3But5Yyon6ktuGsWT/Y\nvRCc3bVay31eAF0eCGcoyAJ321lVFQqForJQhsGeFOZCrXD4f3tnHh7XVd7/z3vvnX1GGi2WJdny\nHi9xEieOG5KAsxJaCi0UKARaCi000AIButBCaaFAS+hT1rAlbIVQKBQCPygklCUQiJvETuI4sRMn\n3mLLkmXtmn3ucn5/nCt55NiO5GiZxOfzPPeZudvMd96597znvOe957x1K3gVPcT0iZ5vWHXcOEqR\nhH51zEBzBoNh/jGO4UQEvl6G9uoO5T0/1amj4xlBtbglfcw9n9cD2LWED5k503962mAwGOoB4xhq\nGeuBXT+AX3/02BDS4+z4Fpx3rX4iedlmOOflMHIQbvvbycdt+rO502swGAyzgHEM41QL8KXfhtGD\n4CSObc8ugaXPgwe/ATv+S2976Nt6GWfFFbDvl3DZu+CSZ0fmrcFgOHMxjmGc//1H7RQWX6SHmmhc\nrDuC7XDu5aWXwO3v1lNZpttgx7dh4Xo495WQaplf7QaDwTCDGMcwzu7b4OyXwiu/euL9G/9k8tAP\nJ+pvMBgMhmcBdTR63DxTyUFD53yrMBgMhnnHOAaAINBPJptnCAwGg+EMcwy+C//xYtheM1Xngd/A\nJ8/T76Pp+dFlMBgMdcSZ5RhyR/R8B99/M7y/UfcrbP+GHrcIoO3s+dVnMBgMdcCZ5RiyXXoazPHZ\nxr55rZ5LeeVV8Me3wqonDf5qMBgMZxwz7hhEpEtE7hCRR0Rkp4i8Pdz+fhE5LCLbw+V3a855t4js\nEZHdIvLbM61pEpYNb7kX3vRrPdPZ0ufC5X+vncLTmJ7TYDAYni3MRrqqB/y1Uup+EckA94nI+Iz2\nH1dK/XvtwSJyNnAtsB7oBH4mIquVUv4saNM4Meg4D943PGtfYTAYDM9UZrzFoJTqVUrdH77PAY8A\ni05xykuA/1JKVZRS+9EzuV0007oMBoPBMDVmtY9BRJYBFwD3hJveKiI7ROTLItIUblsEHKo5rZsT\nOBIRuU5EtonItv7+/llUbTAYDGc2s+YYRCQNfBd4h1JqDPgcsBI4H+gFPjp+6AlOV0/aoNTNSqlN\nSqlNCxYsmCXVBoPBMD0ODRW5/eEjDBeqjJZc9GzFcGS0zEduf5QtewYYK7vzrHJ6zMqQGCISQTuF\n/1RK3QqglOqr2f8F4H/C1W6gq+b0xUDPbOgyGAyG6dJf7OeRoUe4bPGxYXAe78vxxGCRXMXlH773\nMMXqsS7R9Z0NjJVdDg2VAPjcL/dO7EtEbJa2JFm9MMO1F3Vx6crWufsh02DGHYOICPAl4BGl1Mdq\ntncopXrD1T8AHg7f/wD4hoh8DN35fBZw70zrMhgMhpPhBz6e8ojZMZRSbOvbxu37b2fX4C4eHtRF\n1Rcu+zl37h6iWPX5722HKITOYMWCFG983gre/4OdVP2AnT1jAFy4tIk3XbaC6265b+J7Sq7Po0dy\nPHokxw8e7OEdzz+Lt199FlJnGZEy3uyZsQ8UeR7wa+AhIJwEmfcAr0aHkRRwAHjTuKMQkX8A/gyd\n0fQOpdRtp/qOTZs2qW3bts2oboPBUB+4vkt/qZ/O9OyNXTZQGuDengdYnlnHL3t+yGcf/CwAC5ML\n6Sv2nfCcSPcHGcrp0ZbPWdTAay5ayqq2NBu6Gok59sRxfqBw/YB4RG8rVDx2dI/S1ZzAEuGHD/bw\n4dsenTj++qvP4s+eu4xsMjpbP3cCEblPKbXpKY+baccwFxjHYDDUFwOlAfoKfbQl22hNtOIFHnd2\n34kbuFy66FIsLGJ2jMP5w7Ql20hGkuwe2s3H7/84Q6UhXrPuNQQq4H1b3jfxmS9Y+gJu2HwDIsKW\nni08NvwYly++nM8/eBN9hT6uXfcqXrzixafU5foB37n/MW7e9VEK1SrZeIqiVyTHYwRW7tiBysIS\nmwDdF+BU1jB2ZDNBaRV2w1YSnd8lv+dvuOY5+zl/UTt/dParaYw1nra9ChWPb957kC//Zj89o2Wy\nyQh3vutKHu/L81hfjldt6sKyZr4VYRyDwWA4KUPlIe46fBddmS4O5Q7Rme6kOd5Mc7wZpRS/7P4l\nw+Vh+kv9tCfbSUQSbF60me5cN72FXrpz3XTnuxkoDTBYGmT38O6JzxYs1ESw4MlEJEFLvJUjpUMn\n3J9wkpS84pR+x/XrPsFVy59De0Ocx4/meah7hN/s6ePKtW0MR2/na9tvI89+fbByQDwAbK+dFfEr\niMSGSQZnc/+jixgteiAuYhfIxlpZ35Fl9cIMA8FW7hiZ9PgVtti8aMWL6Mn3sG90H7+34vd484Y3\nk64Zb63slYk78VPqPzhY5GWf28JAvjJp++suWcrLNi5mQ1d2SnaYKsYxGAyGSYxWRtnSs4Uf7/sx\n9/XdR87NPfVJpyAbayJQAWPVURzVSHFkHUGlFXEKoCwIokisn2hW36vu6Pn4pSVYsT6s6CBBpY3q\n4GWIVSHZtIO41cRA70aijsPGFT477XcDELiNeGPnEbMaIHKUpHsBq1sX8YD3zyAB5d6X4RfOwk4/\nQrTlV1iR0Uk6Y/5SPnbN3/FbHZuoeBUaY40njOnv7c9TcQM6s3HSMQfHtibs9rrbXsfe0b28fv3r\nuaDtAm7ecTO7BnfRHG8mZsfoKeh8mfMWnEdDtIGtR7ZS8SsknSQfv/LjbGzbyJ6RPaxtXotjTe7a\nDQLFO761nR891IsfKKKORdXTjnVRNsE3//ximtNRihWPBRk9l/zp9kkYx2AwPMvoK/Txnce/w+Fc\nD8OjGQ4Pu1Q9WNaSpq+yh+HKEaoqT2emnYsWreee3nt4bPgxLum4hGwsy5beLYxWRkk5GRYl1tGZ\nWMPOJyIcHCogdhmxykAAlotfWIXyEwReFsvO09YyTGzBHSxynkdQbSYoruXBgwUqnodEB1FeAxct\n7eDvX7iWo2MV7tozwMUrWrAtYXt3P0EgdDWlOXdxlrZMjF/u7idfcblyTRvZZJTWdBQR4e59g7zr\nOzs4OFQEqYCK8uebV/CKC7tYvTA9qUD89LavcNPOjz3JThErihtUAWgY+Ae+/YaXsCibeNJx08EL\nPHryPXRluiY0+IGPbel+hC899CVu3nEzxSm0dFY2ruS5i55L3Ilzbuu5XNF1hf4OP8CxLY6Olfn5\no0f59C/2cHikNOnc1kyEq89u5F9fchH2aYSajGMwGOqQklfCFpuqX+VQ7hA7eo4wUhliuHqEvsIg\noyWPkj/GkWI3MStDys6SjDocKu5i0D0IgPKjiF2d9LmBl0L5ScQuYjkFACJ+B64MgqWPjQfLGO69\nBC+/BoJjIY7WdJTfWtZMzLHIJqM8Z3kz6zoauP/gMGMlFy9Q3HznPo7mdLijIe6wsi3NqgVpDo+U\nSMUcXnHhYn57ffuM2MgPFDf+4nE+8bPHuem1F57yc3/6xE+54Z4bOLvlbCyxeMsFb2F102pc3+VI\n4Sid6c7TKkBPF6UUw5VhmmJNiAg7B3byxYe+yIGxA+wf3Y9/gpF+OlIdvPfi97K8YTm3PHILPfke\nxqpjPDTwEKJiDD92PZlIljwHiC/8IQvTWX72mq9POKXpYBzDDDBcqBKLWCSjU8/qzZVdUlFnUsdR\nf66CHygCpWhORSeyFU6FUqruUtjqne5cNxW/Qq6qQyTpSJq4E2eoPMRgaZA9I3vY3r+djlQHAJZY\nRKwItmXj+rrTseAWuOvwXSgUZ7eczTsvfCddmS6i9tQyRpRS7B/dz5aeLZT9Mr35Xu7quYuh8jAW\nMQreycfnUkEUCCCIErgtiOWBnUPExS8twS+uJOWfy0Wd6/j9Czq5YJnD1x/6EVctv5B1zeuwLZu+\n0TIfuP03bN2r6GhI4voBB4eHiceLLMsu4dKVrazvbKAtE2dvf54Ni7Ocu/ipO1HzFY/u4SJrFmbM\ndfk0eGLsCW649wbWNa/jhctfyC27buF7e753wmMXpxfTne9+0vZ3bnwnf3rOn57W/2Acw2lyZLTM\nR/93N7t6x9jVO4ZScHZHA42JCB3ZOP25Co2JCBHbIhWz6Q9rUY5tcWioyI5uHd9c39lAxLY4Mlrm\nyFh50ndkYg6tmRjZZISYY5GORYhHLAoVj0w8wr6BPI/25njNc5Zw2VkL2Ly6lVzZoyUVPa2LoeL5\nlN2Avf15ekfKtDfGuHBpM0dGyygUC9IxnZOtoDEZecrPU0qxvX872ViW5Y3LT3lsyStxpHCEu3vv\nxsLinAXnsL5lPa7v0lfsY9/oPn5y4Cf0F/speaWJz+wt9JJzc0SsCJlIhs2LN5OJZrCwaE+1s3t4\nNzv6d1DySuwd2TvRETpVkk5yotkfs2NErSjVwCVQASsz63FseHjoAQAy0Qzntp5Ld66balClIdrA\nxraNPDb8GAW3RNxK0RRbSFOsmb5SN1uO3DHxPbZESauzGGUnXmEVVrWLheksTUmbhmgLTdF2LljU\nRcpqJRNLh7X2CGd3NODYFmXXZ7BQpeoFdDTGp1SpMMwtgR+ACJYllPJVfDdgbLCMXw3w/YCOlY1E\nE86T7t3xsren0MMH/u8DOJbDa9e9ltUNaxAHsrEsL7z1hRzOHyYTzZCv5vnElZ/gqiVXnbZW4xhO\nws929bGmPcP9B4dZ295APGLx9buf4Au/3k8m7pAre0Rti0tWttDeEGdPfx4BdvaMUXKf3AxclE0Q\ndSzyFY9M3GFdewNbDwwxVnZpTcfobExwzdkLJ0b0rngB/bkK/fkKvSMlLBH6cmWCgIl44obFjTzS\nm6PqPzmz47zFjbxx8wp+tKOH0ZLL4qYkj/TqB2psS2hORVnX0YBS4FhCzLH41v27OVJ9GIkMYyee\nQMQn4gS4vkVQWQASIHaOwG2hsyHNus5GljdnGSyNsKa1k43t57JhwYaJC/vGB27k5h03E7Nj3HjV\njSgU9/Tew+7h3QwUB3Ash4ST4NGhR8m7+Sf9BglHYqnNXFmVXUXEiuAGLgfGDpCwEyxpWIIbuHTn\nuk8au004CboyXSzJLKEl3kJTdAlj+QgECQZLoyiqLEy3sDC1APGaaUmm+dTP99E7UqUhaREEoJT+\n/3ITwxYIjiV0LdlJouEAI94BcuogCTqIBV2MWPcCAl6WwLdRQQIr2g+WriRUB6/AHbkQ5TUAQjIS\nJxN3+LdXbGDzqtZZSUM0TA+lFOWCS+ArIjEbJ2Jh2cdGCAr8gCd2DlEYqXD0wBiDh/N0rm5i9GiR\ncsElEnNINUbJDZXpeXxEf07cxi2ffFDoSNzGidoEXsDZz+vkwEODuBWPls40iXSEREOUB39xiMBT\nJDIRsm1Jll/aRH/bfja2biRhJRk4lCcIFMvPO70npo1jOAFHRstc/OGfn3T/1Wvb2Li0iavWtrGu\no2HSvornc2S0zJLmJF6gGC25p12DP57xsNGhoSIVr8KPur/GHQfvoDneilfNcGCwwPBoiq6mBvYN\njlAe2IzYBZTXgNhl2lp7kOgAgT1EcXg9parCivUjdg4ntQc7efCk320TwWdq47hEJElKOhgJ9mJL\nBEccKsHkzrEGezHFapXAKqCKqymXmrTzCXQoxk4+gdh5VBBHrAqxSMA/bX4bV63YQGMiwkChwvaD\ng/x011FcH5a2pCh5ZSpWNwsyEfYX7wWrxFnp59EWXcmBfkXF9enPVbj1gcNTtvnms1ppTcewRLAt\niEds1nU00NGoY+93PjbAlr0DPHokh+6QLbMk20pTKspQaYRiBc7rXMCGrixLW5Ikow5DpRFQFitb\nW+lojJOKOcQci2TUNuGXKeC5PkcP5MiPlGloTbCgK4PvBgz1FhgbKFHKuaSyMfoP5lCBomVRiubO\nNEopGloT5IcrjPQVyQ+XKY5W8f2AeCqCCAz1FPDcAMsWCiMV8iMV8kOTU0QjMZt0U4xy0aNSdAk8\nXTaKJahAgUBTe4pYwqE4VqFS8kg1xuhY2Ui54BH4AW1LM4glNC1MkchEqJZ9fnHLIxRHqzgRC889\nVhnSrQioFL1j2+I2SoHnBvo7T0BzZ4pr33sRYjqfJ3O6jsH1A+47eISt+0doSMQZyLnEIzbXnL2Q\nQAWsbT8Way26RQ7mDhIo/UcqFB2pDu46fBdberbQkeqgPdWOiFD1q3iBx1B5iGwsywVtF7A4sxjX\nd9k9vJuoFSViR4hYEQ6MHZhoQha9Il/b+TXKfplUJEXZK9Nf0iPHZmNZxqpjE99/OlhisaJhJR3p\ndq5dey1RO8rSzFIWphYyUBqgJd6CiJCr5ojaUQpuge6xHnYetIk7UQbHhAeO7OWOo18l0vCQtkPg\ngARU+n4XL78OJ7ML5aUJKgsJKh2AsGJBiuZklJZ0lIuWt+BYglKKF2/oxA8U6ZjD4ZESW/YM8KEf\nPYJ3ghsgEbFJxx36cxUituD6J79OHUvwAkXUtrj+6lVctLyFzmycxkQEP1AM5KsM5is0paL8/JGj\nnN+V5ZKVLVO249GxMoOFKmvbTXz9RIwNlji4cwg4NteVE7EIAkW54CECqWyMvv1jjB4t4kRtnJiN\n8hUjR4u4FR+37JMbLp9g+MzTQwRqi7ZMS5xIzMb3AtJNcWIJh5ZFKWLJCL4f4LvBhGNJN8VIN8Vo\nWZSmbWkDqWwMJ2rhewHOaYbyxit/xbEqxbEKiXSUVDY2se/IvjGiCZuW0NEpBb4bsPeBo9z9/X0s\nWpMFBQuXN7L24naiidMbzcg4hhNwtHiUq//72PSdbck24nac/pKOb3ekOiYeSBkoDpw0z9sRB095\nJ9w3XRanF3NO6zlU/Sq+8lmYXMjlXZezedFmRAQv8BAEEcEPfD6z/TN8ZedXuGbpNYyUR9i8eDOb\nFm5iWeMyKn6F7z3+PaJ2lMsWX0Zbso2E8/TS9EDnd8cjNkfHynh+wGChSs9ImZFilaUtKZJRm+ZU\nlNGSy4oFKVa1Zab82Q8fHuXufYNUvIDu4RJNyQgXLW/m4hUtxByLqh8Qc3RfzoHBAo/35SlUPDYu\nzRK1bRY1JWhORal6ASXXpzHx1H0kz2SCQFEteViWhIWVQilFKVellHMp5arE01GicZsgUFiWEE9F\nsCMWI31FBrrzVEsebtUnlnCwHQvLFrxqgOf6OBGbatmjlHf19opPteThxGziqQjlgktxrEql4FIp\n+brmXJjivSCQaYpjRyy8qq/Xm+MkM1H9viVB56pGMi1xHt92lPtvf4I1z2mna10T0WSE5o4k1ZJP\npjkOAqNHS9x3+wFUoMg0x4mlIqSbYixe20y6Kcbg4TzRuEM8HSGeeuZeFzOZiGIcwwlwA5ev7vwq\nZa9M3s0zVhnDDVwaY408Pvw4bck2VFhlscTi/AXnY4tNa7JV16Zz3azKruL5S59P1a8yWtEdzVE7\nStkrk46mGamM8FD/Q/SX+onb2smsbl5Nvpqn4BboTHeSdJJE7AhRKzrR6pgOtfnThqkzHg6otbfv\nB1iWTGxTgWLgcB637GNHLFSgsCMWKCjmqhPrti0URqoURnVIIfACnKhNJKYLZBUofDfA9wJG+0vE\nkpGJgtZzAwJfTbQcJ25BpQgCHd9WgSLwFb6vwvcBlaJHYbR60hDDTGI7FmILTsQilnBwqz7lnEss\nHSHVGCWeihBLOMRSEWJJh/YVjSxc1hD+FkW17ONE9bn5kQpuxad1URonaq7b+cQ4hnliPENBwgKo\nUvJwHAvLkTkNQ4w3R1GKI/vHOPDgAHbEQgR8L8Bz9RJ4Wq9X9fGqQbhfYdlCpeDihHHXeCpCPB0h\nGnfIDZYZ7S/S2pWhbUmGUt6lMFJBKYXtWLgV3QE31l/C9xUiOmbqVQNAF3TlgocTtVi+YQFNC5ME\nvqJa8XDLPm7Fp1r2CDyFHbWIRG2SjbqPwncDEukoI0eLVEoefjVgbLBE/6EcgacmCmUVKAIFarxg\nVQqUDjFEw4LOEsHzgonwxfHhhykjYNs61HA8tmMRTTq6MFfgxCyciI1lSxh2kdBZ6eMtS7BswbIt\nxBJsWxBbZ7xEEw7pphiJdFSHafIu1ZJHplXXuhOZKJGYPdGpalmC7wUUx6oopWhsS9LSmSKRieJE\nLO3QQvtYjmA72hE6URvbefJULSaF+pnPVB3DrMzHUK+UCy7f+hc9ordb9omlIgRhfHHBkgYWrclS\nLXoUxqq4ZR/L0h1PYukbM5WNUSl5eBWfTEucWDKCV/WplDzcis9oX5FDjw6jAl0Y2k5NZ1O47kQs\nnKg9cTOKCJFYWNP0FV7Vx/d0jXJ8PQgLFaXAdoTO1U14VR+xhGjMnijkVaAL9NxgmfxIBd89cf+E\n7Vg4UUuHERzRBVbUxnZEhyYCpUMHSYdy3qX38ZFJnWYAli3svf8UM+kJpLOxCc12RGd+jJ8bSzr0\n7R+jd8/oiU8XsBzrpL8B9H/jRLVNFy5vJNkYxZKwIBVBjvv/xBJd8y54RBM2QaBj4SKhb1C6xZBu\njtPQGicI+zXKeZcgUDS1pxALvGpA4AeksjFSjTGicRvLtvBcH98NsGxLF/BzXBmYLtMNr9TzbzHM\nLHXjGETkd4BPAjbwRaXUDTP9HZYlLF7ThAp04TTe3M0Plzm4c5CDOwcRS0ikdfP4WO2TiZpXNOHg\nRCyKY9VJnxuJ64Jv0eosnWdldaaBQCIdmehI8sMC3K36CLoQUkC15OFV/bDAtrEcCWuOVphGFxYw\nAiN9RQ7tGiKVjeH7AZGYEzobCxHBrfg0d6ZYfv4ConHdbLcdi3WXdhBNOmGBOb0bPAjTZvPDFXxP\nF4iRqM3oQIniaJV4Wsd2A1/hewGxhLZdNH7qy2vcpsWx6oQNo3FnwpYiuiD3fUVhuAKi7VgperQu\nThOJ11e2jxOxT7tz0mCoJ+oilCQiNvAYcA16RretwKuVUrtOdPxshJI8V4dSYgnnpAVn4AcTuc5e\n1ada9nUOdFgozxWmSW8wGE6HZ1oo6SJgj1JqH4CI/BfwEuCEjmE2mEptr/YBGCdqz1tHmnEKBoNh\nNnlyD9P8sAioHZy9O9xmMBgMhjmmXhzDiarAk2JcInKdiGwTkW39/afo9DQYDAbD06JeHEM30FWz\nvhjoqT1AKXWzUmqTUmrTggUL5lScwWAwnEnUi2PYCpwlIstFJApcC/xgnjUZDAbDGUlddD4rpTwR\neSvwE3S66peVUjvnWZbBYDCckdSFYwBQSv0Y+PF86zAYDIYznbp4jmG6iEg/8ES42gpMfYaWucPo\nmh5G19SpR01gdE2X+dC1VCn1lJ20z0jHUIuIbJvKAxtzjdE1PYyuqVOPmsDomi71qgvqp/PZYDAY\nDHWCcQwGg8FgmMSzwTHcPN8CToLRNT2MrqlTj5rA6Jou9arrmd/HYDAYDIaZ5dnQYjAYDAbDDGIc\ng8FgMBgmYRzDaSIia0TE2G+KGHtND2OvqSMiZiTmGaauLzwReamIfHC+ddQiIteIyD3AG6kj+4W2\nulFEmudbSy3GXtPD2GvqiMjzReQ+4M3zraWWeiy3po2eNL6+FvQN8UZgD+ACm+dZjwAR4APA48DL\njt8/z9peBjyCHqX25YBl7GXs9Wy0V6gnCnwW2A68tI5sVVfl1tNZ6qZGUotSKkDfIBcAfwnMq/dV\nGhcIgO8opW4FEJHNIjK9GdVnQRuwD3ge8Hbgj9HDls+rJmOv6Wky9pq6HqVUFUgC31dKfV9ELBHZ\nUKN3vrTVVbn1dKibdFUReQVwSCl1T7geCW8WRGQr8Hml1JdExAr/gLnQdD1wLrBVKXWziLQDN6An\nEdoEHACGgV+F2mQuLkwReR3Qo5T6abjuKKW88P23gS3AZ8MbaM4w9pq2LmOvqWu6HugEHlBKfUtE\nVqKfA3gAeD56Bshe4LtKqZ/Moa66K7dmhPlusgBtwK/QE/N8n7CZim4yjr9/IbATaJpDXa8H7gZ+\nJ9T3XqAJeCnwn8DaUONLgB8BS+ZAUxPwHfQNsAOww+0Wx5z8c4GfAxuPO3dWm9jGXsZes6RJgHcC\ndwGvQIe03hDuexvwP8AaIANcD3weaJ0DW9VluTVTy7yHkpRSR4H/h75BeoE3hbtEKRWEtaTb0BfE\ndSKSEZE/nANp/9BTLQAACj1JREFUVwMfUUrdDvw1EAPepJT6PnCdUupRpf/9HcAIOqY4qyilhoH/\nBdYB9wH/VLNPha93oWOvLxSRtSJyXe3+WcTYa3oYe01NkwKuBN6rlPoO2klsEJFXKqVuBK5VSu1W\nSuVCXQ1AcTa0HKerXsutGWFeHUNNOt6NwC70RfkiEekIjWtxTOPfAR9Gx/Da50DTA8CLAZRS29A1\nluUi8lylVKHmlNcBCXSTf9YQkfF5sb+mlBpBd769TESWhraya7R/Ang3ukbTdtz5M63L2Gt6uoy9\nnlrD+Pr4920DNgOEjvQRYKOIrFFK5WtOuQbtFMpPV8sUddVNuTXTzKljEJHG8NWGic4alFKu0jHM\nLcCj6CYhSqlAKeWH8cTPoZtsG8Oawkxpag9frVpN6BvVEpHLwvWH0c3GzvD4l4vIg8AK4C+UUjN9\nMR6va7zGVg5ftwK3Af8SrvvhRbkQ+DTwC+B8pdSHas+fAV3rRSQ+vl5H9jpeV73Y67nh9Tuuq17s\ndbyuerBXonalxlZ7gIyInBuu/wpoRIePEJFrReRhYCnwHjXzsfwT6prPcmvWmYl41KkWtPNpQMcC\nv3rcPqEmNome1vMy4FZ05kNreG4jsHqGdV2AjpV+4Xi94Wsz8DfAZzgWa/0c8K7w/bnAJbNgr5Pp\nmohd1mxbgo5TrwcWAMtDG854PBo4D/gN8D1gUR3Z62S65tteG9E1yQo18fg6sNfJdM2bvYCLge8C\nXwFeUGMPJ3xdhe6U/6uabT8A3hy+v4RZSA09ha55K7fmapn1FoPS3jWHzj1eJCKvgolMB6WUUiIS\nE5GY0rWSO9EdNg8DvwYWKqVGlVKPzYQe0Xwc+BraUf15zb7azIFc+P1R4N9Fpw02Ec64pJR6SCn1\nfzOhaYq6lNI1toSIpEMNB9EF4kOh1qbQhgdnSlcN70WnUv6BUupwqMueL3tNQde82EtEIiJyEzpj\n5lPoecyvqNE1X9fXU+maL3tdgQ5b3QrsRqfDNoXXvBfq2ANsRTuIvw9PrRDO4qiU+j+l1K9nStMU\ndM15uTXnzIX3QXdm/Sfwe2hPn6nZ98/ALcCycP3NwFHgI0BklvR8ER1LHV9fSU1tCZ1//N/ozJAO\n4D/QNaebCGsN86Trn9EX6nnh+qvRN8e/zaKtrFDHl2u2XQNkOVZ7+9Bc22uKuj44D/ZKA38EJML1\n1wNfGNdU8z/Otb2mout982Cv64GbwveLgW8C8Zr9HwK+BCwL7fUDdMf4Tczig3ZT0PUB5rjcmstl\nNgx6MWHziWMpbhF0c2w98El0mtlS9EMz3wBW1pz/fGDVbGkK1xvQtYB/Qsd6b0XX1DcCq0NNq2qO\nt6hxZnWk62Jg+RzoyqA7z16Mjpf+JNT17vCGnS97TVfXrNsLJqdtAm9A57KDDkGcd4JrftbtdZq6\nZtxeJ/gPzweG0E6pD/gl8GXgVcClJ/gP00B2Dq6t6eqa8XJrPpeZNGwWnW+dQzfvUzX7LgE+Gb6/\nDugHfgika46Z8ZrSU2i6Hp3edhk6VfAj6OyBBTXHzEqNZAZ0zVat8lS63gPcD/x+uH4ZOl3vkppj\n5sNeU9E1p/Zici77qrBgaRrfN1/2moauubgXa+/9i9CF7svD9TegWzMb5sFW09U1axGE+Vxmso8h\nha6xvS18f1nNvoPorIJvAe9C38h7VJhqFsbt/BnU8pSalFKfAq5USt2plKqga5ybCHOgZXafVHy6\numbDVqfUhU4eWIbuNAWdQniEMDVwvuw1RV1zai+lGU9bPBAec/n4vhpdc2qvaeiai3tx8/gOpdS9\n6M7tJ8JNv0AX2MM1mubKVtPVNVvX1rzytByDiPyJiFwuIg1Kd/zdDHwbfVM+R0Q6w0Ob0AY+gs66\neTOwRkTWwaS0tKfNNDSh9AM941yIfqzen2lNz3Bdi8Lv3QH8LfAWEWlFd8adCwwaXU/+H0VEwu8e\nT6Edd1RypuiahqYYOuXzL8NTr0Y7+vHU2fmy1ZzqqiemPVZSeAG1o2NsAbAX7WnfrpQaCI95LvBK\nYJtS6pZwW2vN/jQQVUoNzciPmJ6mrUqpr4fbYugw17+jn178azWDWQTPEl0T/2G4/a/QufVnAe9U\nSu0yuk76P9pK57PfAuxVSr1/pjTVq66nUT6sR8fz29FPeb9VKfXIs11X3TKduBPH8nhXA18P3zvo\nJwBvPe7Yd6IzCho5FuO0meFY4dPQNJ6dcSnHDd1rdJ1QV20m2YxnXTwLdSXPNF2nqSlbc80ngBV1\nYqtZ11XPy1QN6wD/iu4IvRyddvrVmv2CrtleXrMtjX50/l50J1fnDP/ZT0fT1tnQ9CzWNSv/odH1\n7NA1Q9f8opnUVM+6ngnLU/YxiMjl6LzhJvSj6R9EN6muFJGLYKLj6gPA+2tOfRE6NvcgcK5Squep\nvmuqzICm7TOt6Vmua8b/Q6Pr2aFrBq/5wzOlqZ51PWOYgtfdDLy2Zv2zwF+gH5C5L9xmoWNw3+bY\nAx8vAS6bDW9Wj5qMLqPrTNRVj5rqWdczZZmKgZPofPrxON0fAR8O328H3ha+3wR8c05E16Emo8vo\nOhN11aOmetb1TFmeMpSklCoqpSrqWL7uNegH1AD+FFgnIv+DfmT8fpi9IYvrWZPRZXSdibrqUVM9\n63qm4Ez1QNFDZStgIXq8EtBPC74HOAfYr8J4nApd8WxTj5qMLqPrTNRVj5rqWVe9M50H3AL0mEcD\nwHmht/1HIFBK/UbNTydNPWoyuoyuM1FXPWqqZ131zXTiTuiBpgL0+PdvmO84WL1qMrqMrjNRVz1q\nqmdd9bxM68lnEVkMvBb4mNLj+Mw79agJjK7pYnRNj3rUVY+aoH511TPTHhLDYDAYDM9u5nTOZ4PB\nYDDUP8YxGAwGg2ESxjEYDAaDYRLGMRgMBoNhEsYxGAwGg2ESxjEYDFNARHwR2S4iO0XkQRH5K9FT\nZJ7qnGUi8pq50mgwzBTGMRgMU6OklDpfKbUePe7O76Jn9joVywDjGAzPOMxzDAbDFBCRvFIqXbO+\nAj2ZSyuwFLgFPVUk6Okft4jI3cA6YD/wVeBTwA3AFeiRPz+jlLppzn6EwTBFjGMwGKbA8Y4h3DYM\nrEUPyhYopcoichZ6GOdNInIF8DdKqReHx18HtCmlPhTO630X8IdKqf1z+mMMhqdgyqOrGgyGJzE+\nTHME+LSInA/46LmFT8QL0AO5vSJcbwTOQrcoDIa6wTgGg+E0CENJPnAU3dfQB2xA99uVT3YaeoKY\nn8yJSIPhNDGdzwbDNBGRBcDngU8rHYttBHqVUgF6sDY7PDQHZGpO/QnwFyISCT9ntYikMBjqDNNi\nMBimRkJEtqPDRh66s/lj4b7PAt8VkT8E7gAK4fYdgCciDwL/AXwSnal0fzhbWD/w0rn6AQbDVDGd\nzwaDwWCYhAklGQwGg2ESxjEYDAaDYRLGMRgMBoNhEsYxGAwGg2ESxjEYDAaDYRLGMRgMBoNhEsYx\nGAwGg2ESxjEYDAaDYRL/HzvGDUMAsBPPAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_tech_df.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x21c8aa59518>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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WGjAL6kTCcynQ1FFkzuJsRgjo/xcS/buRX2xkYJtwCg0mDCbHv8sNCSpg5JmR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\nSUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_tech_df[['AAPL','FB','MSFT']].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x21c89a40a58>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Rcyu1MhRdkQaHtII+N8wQNxiionYXgSLX4lzxtVAGfgDFR82tT9Wbv1bd7DY6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\nh3ADAASHcAMABOf/A6gH4qkNoTZOAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot('AMZN','GOOG', top_tech_dr, kind='scatter')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x21c898f81d0>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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yM4mUXrPkJklrJa2Pvt8Tc8xmSf+tpBPJhZKuNLM+SQPu/pyZ5SS9T9KDbShz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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot('MSFT','FB', top_tech_dr, kind='scatter')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x21c8ce4ff60>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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A/Gv0y6qd5+wpiaRydXmvePImDKbW6Qk7/8egKPoQbUCfp7Vl/ghAYeHrn7B4\n26csGpfO0LREHhgzMCSAunfDfk6eqQ/picmfnk1q3LmdeaTeHf/ZXRJJi1BgR1EpT713GIsx/Cws\ng+ITkZnywh7ythdx//UDsZoUbsvuw33XX8bxqnrWzM6hYOYwhqYl6jYOoklrVNIymusTz4Xbo4b1\nmaoQ1Di9LJ88hFUzshnZP5njVfW8Nnc4VpORbfeNYvltQ9haWKzbChDWpiodbj0x98fbhtA9xhLS\nI710YibP7jwifZ4kKvBfZw63J2SN7CgqxWYysHZ2Dm8/8AMev/lK8rYX8cTbhzhysoanbhvC+rtz\nGJqWCPhsvM7l1RMh/vRJspPiN7tTWw9L3jmEw9W0iouuFD/Ik0GJRKLT1EyXf2lEJLU6u8VI1qXd\nKKt26fLN2vd85varUYUImJXlr7boX2q6cMtBXp2Ti1eEz4AbFIWCD75i09xcvKrApKuJnjvXJWXR\nJW2FtpZOVNXTJ8nO9ekpqAhWTMsKmB2YPz2bJ94uCggoFmzYz6a5uTz8k0GUVrv0WVjaaXiN00M3\nu4mRS97v1NnozkBLs//BZWRJdjNeVTA2I5WJ2Wn6Cd/+r8s5FdTztGJaFm9/8h3XpvcM8Y1l1S4O\nFFfyxNtFPD81K6BnUPOd4LMnAdQ4PfTqZmXT3FxKKnxzDP3HmUifJ2lPVFVwqtZJvduLUVGItRo5\nXnV2TmDBzGEhccXYjFRKq13MbyjxzNteREqclYd/kh6yPtbsPsbdP+iPKgS9u1nJn57NfL9xVssm\nZWI1KQF9u9p6+O34K5v0f+hK8YPcDEokEp1ImS5/kQH/4Cglzsqvf3pFiKP1STVDZZ2HmQV7SYmz\nsmxSJr0SbHgF2MwGfv+Xz9hRVMrYjFQWj78ypN5fKzWdt64Ql0fFYCDsprPO5eXBG9Lp3c3e7GBY\nyqJL2gptLY3sn8wrM6/BajIy9cWPGNk/We+JVQXEWAyUVbsCykTzdx3FqwoE6OsKzp6G500YTL1b\n1V+TYjJtR1N8YiTCjtqZkc3er05x//UDA5ICG+4ZzrSXPgoQlimvcTE1t2/IvEl/37ijqJRf/HgQ\ni8dncFlKHN+ergvY5PVJsnOktIa87UUsm5RJ3+RYHmpILmhInydpT8Kti5XTsqh3qyyfPIRKh5t3\n/n08JIn8m5sy9LWgzQlePD4jpB9wze5jPPazKymvcVFd78bpUfmfg9/rftdsNPDf+0uod6thx/rY\nzE0rmuxK8YPcDEokEp2mZLq04EjLyD24+V+kxFnJmzCYS5JjOONwUVHrovi0g9QEqz5sXhUww0/N\nS8tu7ygqZe61A8L+3MQG4Y3uyEbvAAAgAElEQVRvT9fRJ8nGM7dfzS9e+1dAYHVxog2XV3C8ytHs\nBm5Nrjk469/RMtKSzo+2lsZk9KTO6eWMw0NKnJWbr74Iq9mAgoLLq2JUFH7908t5cPPZ079lkzI5\necYZMmsQfOuib48YVr5/NOC1zpiN7gy0JPsfdtTOOp9gULCQUI3Tw7JJmcRZTbrglnZyHK4XKrVh\nI9onyU68zcxF3QTxdhM94q2U1Tj1r62YlsX6D7/R+xK3zh8hfZ6kQwm3LrQk16zVe/X4YN+x02ya\nm+ubH2xQ9OqgoWmJdI+1sGX+CBJjzAFrQxs15a9evmJaFrdk99HXnFaRtGHPN6yclhWy3rrbm7YW\nulL8IDeDEolEpymZLi048s/IlVQ4dCeuBTorp2Xh8QrythfpJR3B2e3X5uZSVu0kLoIITJ3Lq5c8\npcRbeGhsOnkTBhNjMVLn8hJvM/FdZX2A4tiqGdmkp8Y3qUxUyqJLWhutLNArfIq3PeIs2C1Gyqqd\n/Pqnl/Pi/34VUBJdMHOYXhoIZ8VE/jTlairrwot+VNW5dXEZ7bXOmI3uDLQk+x9pI+kvJKQJYwkB\n9W6VhVsClZfnry/Ug2T/n9/NbmZsRip3jezHH7Z/xqxR/eihCv6884uQMSUTs9PYXFhCSYUDp0dl\nYEqc9HmSDiPSuoixGPV/r9l9jJ9fP5Apfpu6/OnZzPthX65N76lv7ILLScON4VmwYT9rZ+foSZWS\nCp/ibt6EwdQ4Pfp6qXN56WY3ccbpprvp3FUWXSl+kAIyEolEpymDTbXgSCvT8KekwoHJ6At0bGaj\n3scS6VqXR+X3fyli2Xufhwzezp+eTf+UWLYd+I4DxZVMzE7j7jX7mLV6L1Ne2MOs1Xs5Wlobojg2\nb10h31c58HjUJok+aHLNFyfFkBJv7ZSOXBIdaOVPt6z4gGuf3MXibZ8igBiLEUVReHDzJyFzsmIs\nxrBrIznOQmq8hZXTskIG0tsshkbXqKT1aMmwZ81X+uPbSPr+fkPTEnn4J+nUu1Xmry+MaAt9e8QG\n/Pznp2bhcHv57fgr2XbgO3YUlbJwy0GEEAF9iPm7jrKjqFRXVOyTZOdoWS1HympIjrVInyfpECKt\ni0qHG/AlSB698YqQkVTz1xcywy+RBvDsziMsm3RWQC7SqKnTtS7mjx4Q8FrfHrEUfHCM/F1HqXN5\nuTQ5hu8q63F7QsdSRaKrxA/yZFAikeg0JdOlBUeaMEZKnFWXOhdAgt3E3375I8zGs9nvSLLm35TX\nMX/0AOatKwRg7ewcBPBteR2L//tTymqcLJ2YyZHSmrBOPlLwVO30hMwokiIbkrZEVQUnztRT25Bp\nzt91lAPFlSzYsJ/X54+gdzdb2MRIpLVhUBR+/urZEuxLk2P4vtLBc38/wpwf9ufVOcM5VeMiNd56\nXv2ykqbRkux/uDKytbNzsBgNrLs7B68KMws+ZvnkIZRU+GachbMFs9EndJEab6Wb3cySdw6xo6hU\nL6c7UloDwOlat16B4S+kodmYVmVRVuPkjXtHkppga7Pfm0QSiXDrYtmkTJ5897CeIFFF+HEQbm+g\nEu+B4kqefPcwG+cMx6uCVxVh11B5rUtPimivKcCcHw7AbjEGaB7kT8/GbDKQaO+cp3zng9wMSiSS\nAMINNg1WxBuYEkfPBCurZw2jrNoZ0OS9cno2f975BROz03TFvIu62UIU75ZPHoIqBJcmx7BqRjb5\nu46iAHc29BVqPLL1IHkTBtMjzhri5Otc3vAlXEZDSE+OFNmQtBZhlfAqncxZty8gENcUHctrXJRV\nO/Xst38S5dLu9hABphXTsnSFUf8SbG1IctHxapbcehWPvvFv3lww6oIJWDqK8x32HLyRtFuMnDzj\n5M5XdlNS4WDL/BGUVPiUPcdmpBJnM/H0bUMC+kefuf1qik/X6eX2P3/1QEi5fcHMYZTXukLEhh7Z\nepAN9wznjMPN4vEZAcIyta6WD5uXSM4HbV28sWAk9W4VkwJ1bi9lNU69/WTd7Jywz3ZVoPvPRePS\n6ZVgQwAGRWHqy3tIibOydGJmgLroymlZ/PnvR7gj51L9++RPz+bVj74OK9CklWb36ma7YBLIcjMo\nkUgapTFpdY8qmFkQuOm6d30h62bnUOlw8fPrB+qlHmMzUn2BSb2HqjoXVrOB+zce8GvoHorJaNDV\nxLSTlZIKB/1TYnn/0IkQWf6kWDOrpmczzy+QXjoxkzpX15F8lkQX4dbDurtz9I0gBAbiBkXB6VGJ\nt5l4bupQ3jn4PS/fdQ2na116EmVsRiprZ+dQXe8h3mbC5fGyo6g04Odqp4rav21mI6umZ2M0IIP6\nKMZ/I1lW7QwQztDmrObvOsry24aw5J1D/HLsIFbPysGggCrAYlIor3Hy3NSheLzhBYWqHG56JljD\nfg0IKLcDXzD89ala4qymCz45Fpzo7Kw9X50Ng0EhNf7sybTHo7LxnuEoCiy59SosJkPYMTxxFiPP\nTx0K+JLBmiidllhJibNiUGDd7By8QmA2Gig94+SBMYOornezaW4udS4v3WPN/DijNxD+BDLGYryg\nEshyMyiRSBqlMWl1V4ThyaXVTupc3gBhDO1EI2/CYFxelUff+Lf+tZQ4K3UuL/dt3BOwqdNKmgyK\nwo1XXcQr//dVgDjCive/5BdjBrF2dg6na12U17pYs/sYj954RatLPsugQQLh10N5jStkHaTEWTnj\ncAco1T17+1BuzU6jos6tbwTh7NpYPD6D+zYWhZ2x5d9T0yfJTs8EG6oQPLr1IA/ekB4VGWy5Rs4S\n7ncRLJyRv+uofopR5XAza1Q/KmrdLNwSOA/NZDCgClUfkh2uBK663hP2a15VUDBrGCWnHbrwVlKs\nmd+9VcQzdwzlu4q6C/Zv1dIZkpLWo8Lh5g9vF3H/9QP12GBsRirr7s7BqCgI4Im3i7j7B/1xe1Xc\nXhEQX5TXunRBJf9Kpfzp2VySbMflEXrrSf70bLbuKyGrb3e+KquN6GsvpASyFJCRSCSN0pi0ugIR\nG8Ej9fP1S4nlyoviWTw+g01zc1k1I5uHxg4KCI61k5UHxgxkxbQs8rZ/RlmNixkj+2IxGljyzufk\nbS/iFz8eRK9EK3aLkcQYC6nxViZmp5G/62hAU3lLRTb8hUFGLX2fW1Z8wOGT1RFFaSRdl3DrQTvh\n8eeBMQNDBBAeeO0A31fWoxA+G631E9a7fSq6/va7cloWCTYTYzNSWTYpkwdePcC0lz7irpH9ePqv\nhymvdbXdf7oJyDVylki/C7PJEGAnB4orWbP7GKtn5ZBoN9Ormy3EDy7ccpBe3WzUubzYLQZWzQgU\n2lo6MZP8XUd5ducR8oNEuFZOy8Lh8uJ0qyze9ilTXtjD4m2f4nSrpMRbOFpac0H/rSIlOjt6LXVV\nVFVEFHVzebxMzE7TTwLBlySb8fLHKIrCtJc+YkdRKZUONzazMSS+yN91lEdvvCJESXT++kL+VVzF\nHS/u4fcTrmTZpExsZgP/kdUHq8mA2ajw3NShYdfUhaTSLE8GJRJJozQmre72ekPq87UTvYfGDgr7\nvhNV9cRZTQFCB2tm54QNji/pHoMqVMqqff0w2oiK/OnZeFWVZ/72BQ/ekE73GDM//uM/At5/pLSG\nTXNz9f9DSzLfLRk83RLkSUv0EW49bC0sDilpuiQ5JmL5USTRGO31UzUunt15hOfuGEq3GAtfn6rl\nsW2f6Vnt9w+d1EWb6lxeZo3q1+EZ7I5aI9FIpN/FW/ePChHO+Pn1A1n4+icAPH371WFtxunxVVms\nnJZFQoyZNbNzqGiohND6APsk2XG4vKyelYPZqPBVmc9mHhgzMGR0yUOvf8La2Tk8tPmTgPu70P5W\nLZkhKWke5zqF1Z5v5xKN2Vl0kp+PGciXpTUBPvRAcSXV9Z5Gk2z3btjP07ddTa3Tq7e3aPoFyyZl\nYlAUUhOs/HLTJ5TVOKNWpbkt4gJ5MiiRSELwz+AJBGsbmrkh8JRNFbBm9zEWj8/gb7+8lrwJg3XR\njDibKeR0bvnkIQghQoQOvi2vC3vC+GVZDbNW72P+6AEBTn3++kLibWYS7RZOVNVT71EpmDmMoWmJ\n+vvLapxYTMZWkXzuiKBBnrREJ+FGDcz5YX8SY8zkTRjMmwtGsqlhfmY4m65zefXywOBstLaptJkN\n/H7ClSTGWJjx8kfMWr1X75+dv76Qm4ZcRN72Iv2kJ85qwm5pega7sQz9+SIDax+qKnB5vCyfPIRV\nM7J1n1RS4cDh8mI1GcibMJidD/2IdXfnUOP0UFbj5EBxJaci2MyJqno9mP2qtJaaejcWk4G87UX6\nRnDl9Gxe31dMeY2TsmqnbjORKjSqHG5dTEZ77UL7W0Ue/XFhnAa1J+c6hU2O9VX2hPt7aAqhQ9MS\nmTD0YvK2f0ZSrDkkvkiMMTc6sqKkwkHvRJsuZKe99tDrn3Cm3sNDr3+C1WTkualDeXPBqKgsF26r\nuECeDEokEiAw2+RVBX94u0iXL3/xzmt46/5ROFxnM1EAZoOii8Ro6l6aItj9Gw+QEmcNGOiqCoFB\nUQKCk6FpidjMhhBFxZXTsnhs22f6JjDYqTvcXqblXhqgUKrJU7d2Vq8lg6fPF3nSEp0EK+EZFbBb\njCRYzdhMRk5WO/ndXz5jwXWXsWxSZkD/yp+mXI3JqFBW4+Sp9w6TN2EwfXvEoAqoc3qYNaof3exm\nHC4vNrORWlf4TPfpWleAXdy7YT9vLBjZpPtvqz6pjlgj0Ua43+3SiZlsO/AdN17VG6VBFKZHvBWL\n0UBJRR0FHxzTqyueePsQz9x+Nb947V8BpxZL3vkc8P2te8RZSIyxcLrWRcHMYdS7vXxfVc+fd37B\nHTmXUufy4vKenZMW8RS6zh1w7xfa3wrCjziI1tOgzk5jyaKyaicuj5cEu4kXZmQz128k1PLJQ3j3\n38fJn55NWbVTr0Iqq3bx+M0ZvDonF1UIPKrgrQPfhVUSfWzbZ4DPxuvd4e9Ds4VeCbao2wD601Zx\nQYduBhVFGQc8AxiBl4QQS4K+bgXWAtlAOTBFCPF1w9d+BdwNeIEHhBDvteOtSySdinOVFUQKYsqq\nXRwortSdTe9uPrGCsup6TtW6mLeuUJ+DdklyDLVOD+vv9imClVT4ZPG1GYIAm+bmBgQn2kyhhVsO\nBnyfsmonNU4PAAUzh5EcZ2Xt7Bzydx0Fzo6PmLcuUMl04ZaDbJqb2+ollR0RNMiTluglWAnPn3sb\nEhpl1S4WjUvn1Tm5uDwqx6scPPH2IQDyJgymX49Yjp2q5ZebPuFAcSVD0xJZNC5dlzn3KexmMTYj\n1Vcm7VcW6vYGDkUuqXA0eVByWwUTMrAO/7tds/sY918/kOf+foS7/AZma+IWi8ZdzpPvfs7i8Rm+\nQfCJdl1N9JvyOpa887l+gjfvh31JsJs5eaae8loXWwuLuWtkP115+dEbr8CrqixrqM4A9P5p/6TE\nqhnZ2M1nN+8X4t8KWjZDUtI8wiWLxmakIoBvymspr3WREmsiPsYXB2hiR4kxJnL6J6MAA1PjdLXx\nnUUnqXGGis5tO/CdvpYSYyxU1Lr00/OlEzP1+cjByZGLEu1N3gh2ZPtGW8UFHbYZVBTFCDwP3ACU\nAHsVRXlLCFHkd9ndQIUQ4jJFUW4HlgJTFEXJAG4HrgQuAv6mKMogIYSMkiSSIJpyEhAuiHlk60EW\nj8/QB7e7PF79+2i9e9qGT5uDVjBzGCve/5IHfjwwYk/U1sJiVk7L5t4NhSwal069W9Ud/LM7j1BW\n49Q3fovGpQcEMUsnZlLpcHHXyH4Rx0cArX5y1hFBgzxp6XzU+z2oDxRXcseLHzE0LZG8/xjM2g+/\nZv7oASTHWugea+Ev//qOa/p1p6zGCfgEZ4LFQ+7buJ9X5wzXEx3aOnj6tiEMTUvUNwnNsYu2CiZk\nYB3+d6uJYmjz04LFLZ6aPITfTbhSH5hd71Z54R9HmZp7CXFWo24fYzNS+dnVfQKSBdpQ+fmjB5C3\nvQiz0cC+Y+U8MGYQRcerfUmJGidxVhNLbr0Ks9FAnctL7242Eu2WC/pvpXG+MyQlzSM4WTQ2I5Wf\njxnE7S+c3cxtmpvL7/7yGROz04jBiMur4vH6ZgiqQnD7i2evfX5qFs+/fyRszJK3vYhlkzLxqF48\nqsrfH/oR4EuMHCmtCTk9XDUju1kbwY5UoG2ruKAjTwZzgC+FEF8BKIryGjAB8N8MTgAeb/j3FuA5\nRVGUhtdfE0I4gWOKonzZ8P0+bKd7l0g6DU05CYgUIGpzzfok2VEURf8+Wu9e8PU1Tg+3ZF2MQSEk\nG71iWhaJMWYmZqex7sOvWTYpk3ibOUBGXROfURS497oBzHj54xBn/+qcXNZ/eIypuX3bdbPU3kGD\nPGnpfBgUJcQmy2qc9Eyw8sCYQSFl0KoQPDV5CD3iLCgoYdeUVyVkk/jg5k/ImzBYT8I0xy7aMslw\noQfW4X63mihGJJ95SXc7p2vcAbNSl03KZOOeb7kl62I23DMcga8kf0pD4Ky9Vwt+k2MtLJ2YSd72\nz3j0xiuIsxpZPD6DXgk2esRZqHF6MBp88vz9esTiaegvupD/VpL2JThZpCgKt6368GwCN86KohBw\neq5tGGucHh7cHCiCdN9GX4LFfx5rSYWD9F7xvDZnOG7V15JSqXg4eaaehVt8a2VzYYleop/W3c7R\nslp6NCMR0tHtG20VF3SkgMzFQLHf5yUNr4W9RgjhAaqA5Ca+VyKR0LSTgEiN9FpJ54t3XoNROXvy\n5vaqAdcPTUukYOYwkmItpHWPYc0Hx7BbjORNGMymubk8fdvVJMaYKa/xNYsfKa2h3q2GCMlo4ySE\ngMo6d9j7PlPv5s6R/ah1elg7O4exGan6/XalzZL/w/ODR66L2oZ2yVnMBiVE1GDZpEzc3kDRpJQ4\nK6dqXCTGWHR7VZTwY1oUv3WnUVLhYEBK7HnZRTgBnK60blqT5grthPvd9oizBvhSf/ok2XG4VX0j\nCD7bqHerLLjuMryq4Im3i6iqc3MqzCxLrdepVzcbT713mB1FpZyudVHn8rK1sBiDAlNe2MOjW/8N\nwMOvf8Lop3Zx64rdUoxKotMWglLh0JJFFyfFIIQIsOdF49JRBfpGcGhaIgt/cjn3ri8MEUEampbI\n4vEZDEyNCxBp6pNk51S1k29OO5jx8sf8aNkuHn79EwyKQkqclctS4hialtggLmdg4esHydtehMHQ\n9K1QR7dvtFVccF4ng4qiDBdCfNSinwzh7jzYAiNd05T3+r6BoswF5gJccsklzbk/iaTdaQt7bcpJ\nQLhs06oZ2fSItfDW/aPwqAKHy0vBzGE8u/MIRoOiS+lrwjHB5Zwb93zLmIye9LBYEMDUF8+WN62c\nlkVCpEx5cgxL3jnEonGhg+PHZqTi8Qo9Q66Vi/zix4NIirFEffN3c+kMJy1NtdkLYUyGiiAp1qz3\nfKkC7BYlQLRA65MN7h1LTbCGnKb7Bo6Hnjb2SbJjMxtJTQjft9gYspyzaTZ7PuVg2u9209xcSqud\nJMVYePWjr1k5PZs/7/wirLiFyaA0ahsrG9RlvzpVF9YOusdaKKuu1/uiymtdpMZbeeTGK7jrFV9l\nxeLxGSGny1KMqvPQlnFsR5U9+sclQ9MSSeseQ3lDwkNbB1UNg9/D6QwEj7Nas/sYs0b1I95m4oUd\nhwNs/aHXfZUU356uI+8/BuNwefl//3NIH9UTLhEW6XkVDe0bbREXnO/J4Out8LNLgDS/z/sA30e6\nRlEUE9ANON3E9wIghHhBCHGNEOKalJSUVrhtiaTtaAt7bcpJQLhs0xW9EkiOtXK8qp5bV+zmR8t2\nsXjbpywal06POAsp8VbWzc7h2TuGhh0YPyajJ/PWFVLlcAcMki2p8KkfCiHCZsqPVzrYUVSK1aSw\nKmiI8qM3XhEiC619LoRo94C2vTKq0UxTbPZCGZNhVAxUOzzMLPiY65f/g5kFH+PyCL7xG50yf/SA\nsL1jmgDMutk5/O2X17Lk1qt48t3DeIUIOW1cOT0b4Lztzj9D39KxK52Rptjs+Qwk1wJIrxDE28xM\nf/kjPv66EotR4Y6cS0mwmVg7O4d/LhzNhnuGY1B88wAbs417N+zHZjbpSQN/O3h+ahb5u47i8gg9\nKN5aWIxXFZyqdurfJ1KJqhSj6hy0ZRx7PnbeGiTHWlg7O4fX5uby1G1DQEB1vW/Tp62D8lqXz+79\nRvGEWyO+cukrAVi+4zATs9MCfpaWZH525xHmry8kKdbCn26/mrwJg+mdGOr/GnteddXKivPtGWyN\nJ8deYKCiKP2A7/AJwkwNuuYt4C58vYCTgL8LIYSiKG8BGxVF+SM+AZmBwMetcE8SSZcj+CTAbjHi\n8QpKKuswKgp2i5FEuyUk26Sqgu+rHLqADPicasEHx1g07nI+P15NjMVIcpw1JNBIibMyqGccm+bm\nclGinZQ4KylxVl0R0e1VMTSU1PmfhGgy6n2S7HxTXke/HrGsnZ3D6YYBy5GGyibHWtpdWKWjG8k7\nEx3dZ9FeeFTBg5s/Cfh/ljcMkNdOhSIF5h5VhJyup8Rb+L6ynhiLkU1zczlV46K63o2qqty6cre0\nuzakueVgwf5gy/wRpMRZeXJSJlUONy6vymPbPmPRuHRirSbKa1ws3vYpKXHWc9qGy6NSU+/BoChs\nnDMct1dgAE6cqafS4SI1wTfCZ83uY8z5YX9O1bgCTlMijZeQYlSS9ip7VFVBpcOFw+XFowrMRgOq\nEDz8+id+VT5DWT55CMaG03JtE/jI1oN6n1+/lNjw/tOrkhJvY/H4DFRBiMDW8UqH/rlBgdIzTnp1\ns5FkD33+nOt51RUrK853M9jidK4QwqMoyv3Ae/hGS7wihPhMUZTfA/uEEG8BLwPrGgRiTuPbMNJw\n3WZ8YjMe4D6pJCqRREbb6IXbwCyblEnPBBt9k2MDHFp5rYtSv+yyxqxR/SirdrJ4m6+hu2DmsIBA\nQ5PI18RftJMMi1Hh7jWBP/fN/d+FzCEsq3HqZR/3Xz+QnvFWLCYbqfFWjBFK5lLjre2embtQNjit\nQUf3WbQHqipwhvl/lte69LmCi8dn6IOVg20YYGT/ZDYXlujZ7g33DOf7SgePv1XE01OuZsOebxiT\n0ZNH3/i3tLs2prnlYMH+wO1VWTQunVmr9wZs8Ht3szP95Y9YPnkIJRU+Nean3jtMwcxhmIzh/du3\np+t0saAV07J47u9H9BmwK6dnYzUZSI238uufZlBd76bG6SHz4gRWzchm3rrCsOMlusJphqTltEXZ\nY3CJZZLdzLcVdbqQi38MkNKQTPZV+Rzg6duupmeCTfeJBsVXLWEwKBSfrqPkdPhy6S9Ka8jbXqTH\nDovGpeszhzVhOu1as9HApd3t9IgP31ZyrudVZ2jfaC4Ry0QVRfmLoihvhfn4Cz4RlxYjhPgfIcQg\nIcQAIcQTDa891rARRAhRL4SYLIS4TAiRoymPNnztiYb3pQsh3mmN+5FIujrhNjAFHxxDFVBSGVhy\n5vJ49TINf3p1s+lzAVfNyCYxxhwg5BJOIv/e9YV8X1kf8NrCLWdLSae8sIdZq/fSM8GmZ7h/MWYQ\nRgUm5n/ID5a+z9SXPqLO5eWZ268OKNFYNSObi7rZ2z0zdyFscFqLSAJFnfVkIlx5cHmti69P1TE2\nI5VVM7LZNDeXVTOy2f91OSumZVFW42TeukL+651DIeXPSydm8sTbRcy5tr/+M0oqHNS5vNzx4keU\n1TiprPPNGryom03aXTvQ3HKwYH/gVQUFHxxj8fgMNs3NZcmtV2ExGnRBIH9BmQPFlSzacpAzDndY\nAaJndx4BfO9bsGG/Xgan+davymr5+asHAHhs22cs3HIQk9FIemo8G+8Zzm9uugKApyYPYdfDo3lj\nwUh5kiwBWl9QKlyJ5fdVvgoJbYzUqhnZpMRZWbjlIPNHD9DfW1LhoHusBQXBqulZuhbBdcv/wbSX\nPsJoUHjrX9/rJaPa/S6dmEn+rqN6Em1idhoLtxzkmduvZsM9w1mz+5jeU7tyejY7i47jEUS0/672\nvGoKjZ0MPnWeX5NIJFFKcMAyNC2Ru0b2Y2bBxwEZ4/Se8VhMRrYWFoeIHigNylzBTdyrpmezeHwG\nXhFe/TDGYgx5TRtdAWczdpelxnHniL4k2E3c0SA6o10/a/VeNtwznNfm5qJAh5ZoREMjeWehs4/J\n8M902y1GTp5xhvxf4m0m3vn3cX4+ZpA+eP7sqThsmpuL2+tLtFhMin4iXulw89R7h/Wh4Ro+WzLo\np0Ep8RZO17qxmaXdtQfNFdoJ9gfd7OaQIfNP3zYEgwJb5o/A7VVZOT1btxVtnmCC3cxrc3M5UVVP\nzwQbD7x6QC9vg1C/WVLh4KJEO6umZ6EovlEm2toqr3Ux9aWPQmzlzQWj5EZQArS+oFS4hHO104PN\nbNDHQ2gbuKfeOxwSAygKWEwGEuwW5q0P1AdYuOUgeRMGs+3Ad6yelYPZqPD5iWrdf2rXaeXWbq9g\n6buHmJidxt0/6E+lw82fd37BxOw0hIhc4NjZn1fnQ8TNoBDiH4qiDAUGAJ8JIQ61321JJJK2IDhg\nCdeMPWftPt5YMJIesVYevCGdp/96WJdxPlJaw6lqJw+MGRjyvnnrC1k8PgOL0RA2WK1zBZ5c+L+m\niSPUudyUVbuwmY2AopeQaJRUOPCqArvZiKIo+ullR2wIk+xmNt4znNJqJ+W1LrYWFvPgDeld+oFx\nvnRmBcvg0uqCmcP0Emk4u2Y2zc3lxqt668G99rV71xeSN2EwKfHw7M4v2FFUyv89ch1524tC1ojZ\naGDVjGy2FhZz18h+2M0GFo/P4Lm/H+FXP70Ci9FAjdMjS/7aieaUgwUHkHaLiXuDhLOC50O+fNc1\nPDV5iF4CbzYqlNe4OFFVz6T8D1l/d46+SdTQxlT4f64okGC3YDTAW/eP0nvAZfWCpCm0ZtljOJuz\nGA3MWrc3YC08stW3sZT7bbUAACAASURBVPOPAf58x1BMRoWTZ5y+aqUwtts/JZY7R/ZlZsHHLLn1\nqrB+VDt1t5oNTMxO05Nu+buOcqC4krnXDmg0edaZn1fnS2Nloo8Bm4CJwNuKosxpt7uSSCRtQnBJ\niDYQ2Z+SCgd1Tp+DTu8ZzxO3ZDL4ogSsJgN524t44u1DXJocE/Z9iXYzz+48ElLqtHzyEJJizYGK\niA2S6Zvm5rJ4fAaxViOnatw8+sa/mZT/IXe8uIdF49L1GULa+2IsRsprXB2qTKmqgiNlNUx96SMm\n5X9I3vYifvHjQQxMievSD4yW0FkVLIMz3cEzr8Bn+4oCl0RYFzEWI/PXF+rlfQYFVkzLClgPK6Zl\n8eedR8jbXsR91w3kn4dP4nSrzFtXyI6iUryqoM7lJTXeSnqveN5YMFLOn4wighWZrSYloi1o/757\nzT4uTrSjCjheVY/To3Lvhv16ef7yHV+wfPKQEL+5tbBY/3zZpEx+uekT7nhxD6dr3VTWnd0oXojl\nbpKOJZzN1bnCJyUuTY7RY4C8CYOpd3uprHNz74b9nDhTH9Z2XZ6z84nf+tf3rAzyo5qiri+57CFv\nexFTXthD3vYiHv5JOmMzUpukMdBZn1fnS2NlolOAq4UQdYqiJAPvAi+2z21JJJK2QAtY3lgwknq3\nirFh0HVwZs2j+tRG7WaTXm700j+/1MULtOvCZeQOFFfy5LuHeW1uLk6PyrfldSx553NS4n1S0oqi\nIITA5fXy5LbDei3/prm5IaeNWlmIlklfOT0bRVGYs65jhVvClcLMW1fYKvdwIczj60wEZ7qDlRmH\npiXywJiBuL0Chcjrwr+87+QZJ69+9C0FM4dhNhnweAUv/OMomwtLALhv437Wzs7hxJl6/XucqnFx\nUTcbvTugP1ZyFv/1aTYZMBkUHK6za1Vb/6XV9RFtQaOkwsH3lb45aAWzhmFQQlUUl7zzOXkTBnNJ\ncgzHKx2s+/AbfvXTK1g07nKKTzt48t2zJXLzG06h421mUhoC3nOVu0l/I2lNwtlcUow57FowKGBQ\nFP3U7jc3XYGjYePovwb8BWf8Z7aOyejJn/9+RBfmirOafKq9P7sSs0EJqeDQRLk6QmMg2mlsM1gv\nhKgDEEKUK4pyvjMJJRJJG3C+D3GDQSE13qZ/j1XTs5nn1+O0YloWT757SFerWzs7B5vJwPVX9AJg\n0bjLWfLOoRBH7a/YVVbjxOHysuy9z5mYncajN15OpcPNkncOsfAnl7Noy0HKapwsHp9B3vYilk3K\n9G1Aw2QP07rbfTLt8VYuSrBRWhOqcNrepU9tVX4lx1VEB/5rS1EUxmaksqOoFCBAmTElzsrjN2dw\nutbNiap6DIqiKzgGrwv/jUBptZPdX5WzubCETXNzmfLCnoCfr500PvnuYb3XLCnWIoOYDiaSGrOm\nWvjindfQM8GKw+XFbFTIn56tn2Jop3o1To8ue++fKJhVsJfN83Lpk2TnQHGlrj6bHGuhdzcbz/zt\nCJsLS+iT5Ju1VlnnZtbqvQH3p508+qseNlbuJv2NpC2wmgzkTRhMjMVIncuLosCLM67Rk7hanPH/\n/ucQZdUuHhgzkD9OGYLFaMArBGMzUpmYnUaCzcTGOblU1LpQFF9VRvFph76xTLSb2VFUqvtmjb/9\n8lpuL9jL0omZlFW7AvoJDYrCyep6mfgIorHN4ICGeX7gmyvo/zlCiJvb9M4kEklEWushbjAo9E60\n6Y67e6yFZe99rjvXlDhrWDnosmoXT713mCW3XsXFSXYMisITbxcBUDBzGJckx3DG4WLOD/vrc9e0\nwHjRloO6c07vFa8P1356ytVhs4dHy2qZt65QFz6IBuGWtroHOa6i4wm3tvIbhrzvKCqlrMZJzwQb\nbywYiVAFX52q1TPQfZLsrJ41jD9NuZqkWAvfltfx1Hu+jcLqWcM4VeNi09zcgE1jpBlwQsCfbr8a\nkyFwFqik4wi3PhduOcji8RnMW1fInLX7yJswmGd3HmHRuHQKPjjGn6ZcTXKcha9P1fHYts8CRufc\nNbIf2w5851NltpsxKArP3H41v3jtXxworiRvexFP3zaE7yvrGZPRk91flfP81CwUBL262SL2Zvv7\nocb6waS/kbQ25bUu7nzl4xC73Dp/REicUVbt0oXoUuKsPDBmIJelxvLAmEEBSZT86dk4XF7fRiQ1\nVk+yRPKdJ6rq9ZNAbW1qX/uytEavNJKJj7M0thmcEPS5VBCVSKKE1nyIJ9ot9OpmY87afSyfPCQg\nyzZ/9ICQMRELtxxk2aRMvKqgd6Kdr0/V8c6/j3P/9QMxKEqAE39l5jX8acrVJMaYKT7tCFD96pNk\n51hZLRaTgZR4CzazISST7n/aqJ289e5m73Clr7ZSG5OCDx1PuLU1f30hm+eN4D9/JgIyyt9V1IWs\nj5kFe3lq8hCOV/pOtf942xDqXF6cHjVgwPLqWcNYf/dwal0enp+axX0b9wfY/ZJ3DvHELZkyKI8i\nIq1PrfxXO5lbNC6derfKvaMvo0eclTte3BPwvke2HmT1rBxe+MdRJgy9OKDComDWMJ6aPAQFX6+V\n2WTgd28Vsfy2IWyck8tzO30nhGMzUkP8pTYztql+SPobSWsTyabqPap+kr1pbi47ikpZNSObNbuP\nseTWq+idaOfb8jq+Ka8LmaOqlT9PXuXbxGmje1QhWDEtiwUbzvrOldOyeGzbZ/p7tbXgf4qvfU0m\nPs7SqJpouNcVRUnDN/w97NclEknb05SHeFPLSINLifwzbZpEsz8j+ydzUaKdsmonX5bW6MqHZxzu\nECc+e/U+Fo/P4IV/HuW+6wbqynj+G72yGicb7hnOY9s+pazaRd6EwfTtEcvJM/UsfefzgM2jxWSM\nCqWvtrqHaDj1vNCJtLaEEFycFBPwuleEL23uk2TjeKUTo6LgFZAYY+Z3f/ks7KaxyuHmom42CmYO\no87lJc5mYuk7h3jwhnSS7GbKqp2ynysKUFWBoihsmT+C8lqXrkzoX/7bJ8mOKgRxVhMLt/gC1C3z\nR4TYSEqcFavJwNwfDaD4dF3A4O1ZBXtZPSuH8honLq/K794q0v3mH7Z/xl0j+1HpcHHXyH785V8l\nbJ43Ao8qMCo0+wRZ+htJaxPJpkwGRS//TI6zUDBzGH2SbNw1sh9rdh/zvR5roWeCLayKuL/w0rx1\nhTw1eQg2swG3R7Budg6qAKNBYcX7XwbEDD0TbPxj4WhMBoX7N4aOaZGJDx+NnQzqKIrSA5gM3AFc\nDLzZljclkUga51wP8eaWkWqlRG63NyDbXOcK3BwOTUtk+ohLmdYwu0rb1K3ZfYxF4y4PGxgnx1q4\na2Q/Nuz5hlfn5PJ9pSNgtprGxOw08ncd1Us4Nt4zPGDz6H/y1ppS2OdLW9zDhTjfKNpobG0Fzxs0\nKErItWMzUqlzefGoKjNeOTu/c/nkISH9Kz0TrAGnhcsmZdIjzsJvb8qgd4KNI2U1sp8rCgjnTzW/\nN2tUP723U6uY8B8poSmD+vvQRePS9dNC/8TYgeJKvV/0IT+7WDEti/xdR9lRVErR8WoKZg7Ty+2n\njeiHUfHZbXNLiaW/kbQ24Wxq7ewc4myGkBms+dOz+efhkyHzOLUTPP9NXbDwkgL87q0i5o8egCoE\nbq9KzwQru78q19+zano2sVbfuiivdYUd0yITHz6USIMXFUWJB24BpgKD8G0Apwgh+vx/9u49Pqry\nzh/45zlzyzAJJIQEkcSCLKIpDYWEi9JaLBVxpUsxgIqAIHLRunZdRdjfLq0VtxXRurUVE1BBQBSE\nulK03lixLhcFRFmNRuTSEgQSQgLJZDKTmfP8/picw0zmTG7MZGYyn/frlRfJ5MzkDPM833Oe2/fp\nvNOLrMLCQrlv375Yn0bc6bf4jai+/rHHborq60dRTO+4WiqvrTX2KmvdmLRiZ8gNbUtTIlRV4stT\n5/H7974O6KWzoaLWjV+88inKq0P3WNNed/Ws4bCaFRypdOLp7YeCgvia2SOw8NXPUFnnxstzR4VM\nmdKeP3vN3qCbog8fug6KAHwSSLEo6OXo+umdgYvK7hfz/5yuEGPD1a2BWalBjbNX518Nq1nA41WD\n1sW+dNdIHKl0GtaTJRPyULzjMBaMGaD3gp8614AMhwWHK50o3nEYj/xsMO5umpY6tWR3u+pwAkqI\nMhsunm6afzVSLIq+nqmizg2vT2Jy8W79uKG56fq6qJZiqLa2KSfDjsdu/h6cHh8yHVakd7Oizt2I\nX28t1eOqlnQoJ8MelG25I50FzCbaLjH/j0mEGNu80+z0eTdOnWsIe+8we83ekMcDy7VR41D7feBz\nlk/Ox/kGL666JA0pVlNQpt8MuyVZO9fa9OZaGhmsAPAxgP8A8L9SSimEmBSJMyOii9PaNMWOrAWp\ncnr0LIjvlFZgaG46Ft14Jfr0SNHn53u8xtPizrkaMbl4d0h2veKmnrnfTR0Ci1mB1SxC5vivuH0Y\nVv31SNCC76XbSnGixoVbm254Vs0sRC9Hl7kBblE8jHoms3B1q/lawl6pVsx44WNkpdr8iZTS7TCb\nFKhSht2L8JLuKUENA22Ni9PtRbrdgvvGDkSmw4JrLs9Eo0/leq440dLU4Z4OG+DwNxhXvP8NFt5w\npT4SODQ3HQvGDEB6Nws2zB2FuoZGOGzmsOsOm8fPZUX5ekdaYGNRS5zx7PQCrNt1TH+NjqyBYryh\nSAssU5W1bj0fgVG5N5uM9+O8PMuBN+/7Ac46PbBbTUGzhJ69fRhUKfV6ps28eOwvX6Gyzo2N80ah\nrsGrJ7IJ7NBLpo3k26OlxuD/g39t4LMANgghNnbOKRFRW7R0Ee/IWpDAG56huelYfOOVQVOVlk/O\nR58edsPXrXJ6AFxIMLNuzggoQkAIYErx7qBpIX0zUvDKvFHwqRIer4pVfz2i76+mTStdPjkf2qwF\nLvSmzmZUt5rXD9G0J1xWqg1CCPz2L19izg8uR73H31gzqieZqVY9UQzgL9t3v/RJUC/472/9Pu4d\n+w8wKwrXc8WJtkwdVlUVvxh7BZa//RWenDIEz//vkZDpb8XTC3DynPH+g5em2/HElCGQUuLfb7oK\nPR1WfV0iAL2x+My0YVAEsGRCHv6w3T+LIzB+srOAYqn5SLMWN01K6JT6nAw7LCbjOHek0onLsxyY\nt24/slJtWDpxML6T2Q0mRWDrgRMo7N8T6+4cAZ+UsJgU/Msrn6Kyzo0npwzBr//8BWaP7h+0Fpf3\nEC1rKYHMUwCeEkJcDv9awf8GcKkQYhGA16SUX3fSORJRO2XYLSGZ5oqnF0BVVVTWug17xLQbnqxU\nGx6fnB80dUNr5L0wqxAvz/VvJm8SwJk6DyxmgV9vLdVfJyvVBouioNGn4lhVcHKEBev361n05l57\nueH0kB52Cx7afBCLb7xSf5w3ORRrWv24pSAHPxuWA5+UeO9ff4TaBg/++eVPsWRCHh549TNkpdrw\n26LBWHvnCJx1elDl9GDL/uN4aPyVEACenDIEjT4VJkXoGy73SvWv0SqvduEXr3yKV+aNQhbXc8WN\nDLslZP/IkhkFSE8xo+x0LZ56twxFBbnI65OGooJc9E1PwUPjr8Ks1R8HxdAF6/dj+eR8LCvKx1/L\nTmNy4WUwKQJWs4L3vjiJ1z875R9JtFvwt6p6TBrWV99b8NJ0/1TSh7d+EbTWes4PLte/Z2cBdbbA\nxl+KRUFDowq3V4VPlVi76yhuH9XPf1+RZtP3Zw28J3nvi5MhsfLn1w3Ew1u/wO9u+b6+HUWNqxEP\nbPoMWWlWLLzhSpx1evB1UwK7hTdcicU3Xol6jw+qlPra2sBtJXgP0bJWE8hIKY8A+E8A/ymEyAfw\nXwDmARgQ5XMjog6qdjXiz5+WY/Ws4TArAmaTgvW7j6Lkw2NBc+UB6IHcYlawYe5InGia9mmUAa/R\nK3HnmguJD5ZPzkc35UIY0ZIj3NpCcgSn24vpV38Hy9/+ynDjem1D+sAF47zJoVhSVQkJiS0LrkZl\nnSco+Ufx9AJkpdr0zLtZqTacq/figVcvNBxWzyqEy+PDrNV7g+qONq3pmWnD9I3Iy6td8KkS35xx\nclpTHFBViUOVddh6oDzopvX3732NX4y9AnuPntEzIl5+w5VYuq0UT04ZAgCG098sJgW7vzmDCUNy\n9M4wbRuewTkZ+JeNnwZNIR6Xl437xl4BkwIs3VYa0nkWOBLNzgLqDIGj4Wealpdkpdrw0PhBQY29\nZ28fhgavD+vmjICUwONvlWHJhDxkp9nQw26BKiUGXtIjaDrnM9OGoZtVQWWdG1aT0BuCxTsOAwDu\nuKZ/UL15dnoB3vq/k3jyvUMA/OtpgeAtXwDeQ7SmrdlEvw//6OAtAI7B3yAkojilqiquHdQ7KGgu\nK8rHx8dqcOB4Deau3Yet947G6fPuoJGHl+4aqW+i3Hzqxn1jB2J+00gjcGG0cOnEwVg+ZQgWvvoZ\n7hs7MGTftcCNX3My7OhmNennVVnrwZIJeXqihJUfHMZ9YweiX69uOH3ejaG56aisc/Mmh2ImMKHM\n2jtH6KPtQPAeWNo6rgVjBujTq7VjyquDkydodUerFz/f8AnW3jkCAv6ESQDw1Ltl3GcwDmhrRZdM\nyAvZTLv0ZC1eumskzrkasejGq3C2zoMnpwxpcarwJd1t+NmwnKBEWuXVLpwwKCN3v/QJXp47Cmed\nblScd2PdnBH6vq43fq8P+vXqBgHgjft+gIxuVlzSPYWdBRRVgfFQW99fXu3Ckgl5Idf+u1/yx7Xr\nnvgA7/3rj1BZ58b8dftRMqMA//zyAayeNVzvDNae8/MN/jK/bs4IHK92YVlTh9mTU4YgK80WVAfL\nq124e/1+rJ41HE++d0jf2qVkRoF+T8F7iLYJ2xgUQlwB/5rB2wBUAdgIf/bRMZ1zakTUUT6JkCAb\n2Cgrr3bB5fGFbK5dWetGebULxTsOh0wzvSyzm2FPdzerCTX1Hiz92WCkpbScHGFZUT4aGi+svTpw\nvEafxrF78XWYcfV39LTsWs9idpoNWWm8yaHYCEwcY1KMkx306+XAb98sxbKifNjMSsgx4RLKBG5W\nDiBkKwpVVaP4zqgttDVPRnuuajGztsGLf/rjTuRk2PHcHf510S6PL2Ra3B+nDUV1vXESmXBlRJUS\nDY1q0PrtZ6cX4A/bv8Y7pRV6XO3FUWPqBIHxMLBOhKsfJkVgaG46Vn5wWE8epx1b5/YaPuf0+QY9\nIZ02s+iBVz/Dmtkjwv4N/6jiUDQ0qnoDVdteok96Sru3XUk2Sgu/+wrAWAA/lVL+QEr5BwCccEuU\nAGSYzbC1m8+cDLvhhtnanliAf6PsNbOH4/0HfoTlk/Nxssal/06jTVOqcnqwYP1+eFVpeEx2dxuW\nTMjDE2+X4dumBArNj1Elgvbn0noWfRIM4tQpVFWistaNE9X1qKx1Q1VlUOIYbV/BQP4kCAJFBbno\nnmJGdveUkGO0/TqbPy9ws/K/VdUHlf0HXv1MHyWM1Huh9tPWimojv4G05FmBG2KfrHHj1pUf4aHN\n/4dL0+1YN2cEdjw4BksnDkZdg9cf0wziZLgyoggRMtJ89/r9KCrI1X9etOXgRZUVorYKjIeBdSJc\n/Wj0SSwYMwCb9pdj/W7/XsN9M/yJ6Cpq3WHrFHChbC8YMwDl1S6kmAVWzxqOjfNGoWRGAYbmputJ\naB67+XvobreE1JX56/fDp/IeojUtNQaLAJwC8L4QYpUQYiziYI8VImqddgMTKPCGZtXMQqRYQo/5\n5FgVNs4bhUcmfhe3rtyDn/zur5jxwsdQJbD102/x7PQC/TnauqcMhwXFOw77g7VFwYrbhwUd89RU\nf8KMpdv8+2Rt2X885HVWzSyEhPEam3B7oRJFkjb9adKKnRi97H1MWrETZadrYbdeqCdn6hqwfHJ+\nSB1QhH8910//uBOPbvsCxc3Kd4bDgienDAl5XvGOw/oI+NPbDwWdz8WU/XDvhQ3C9tM20d6y/zie\nmRYc25YV5WPL/uNB65u1Eb4Dx2vwL698im9rGvCbN0thNSvIcFixZEIefKoaUkZyevpjZeBjz04v\ngNMdun67+XooxknqLIH3FsU7DmNZkT8eFu84HBIbV9w+DCs/OIxLe6SgZEYBpg7PRUOjDy6PV687\n2vO15ywrytfXBwIXyvq4vGycrW/Ektc/xy0r92DptlI8NH4QXphViD9sP4TFf/o/qNL4HsLV6AuK\nfewoC9VSNtHXALwmhHAA+BmA+wH0FkI8C3820Xc66RyJqJ0yDTIRlswoQC+HFa/dM1qfOx94zLi8\nbEz4fg6+Pl0XsnZl0Rb/2sBMhwVPTBmCS7qnQELi1LkGfTPknAw7jlY68Z3MbkEZwH7z5lfISrPi\nlXmj/GuiVImX9hzT1wpmp9nQp3sKTp43TrnORd/UGZrvI1he7U9H/qd7rtHrySN//hKP/uy7evmu\n9/iQmWpFo0/Fy3P9e3EKAbgbffoxvbun4DdvliLdbtUTkDQ0+mBWFH3/zZM1Dfo+WhqtxzuS74Wp\n1dtP23fyPyflQ0DipbtGorLWjSqnBy/uOorZo/vj8bfK9OO1ET7t/15KiYfGX4XudjMqz7v1KWzj\n8rKxfs5ISABWk8Cv//yFvoY63W5BvceHnt3MUKVxSv7mCbZ8qoSqSo6AUFQF3lscOF6DF3cdxYa7\nRsKkCFhMip4sxqdKrPrrEdS4PFAlgqZuFk8vQLrdgplX90P3FDNWzxruj6UOKx7ZFpwtV5t9tPjG\nq0LWCy7cfBDr54xEUUEOxub11mcvNa8rhyvq4HR79aR52ppH7XySZPP5FrUlm6gTwEsAXhJC9AQw\nBcBiAGwMEsWpwI2zVVWFT/pvShRFCcpIGLi5thACU0t2h90ctn+WAy/uPIprB/XGb94sDdlDS9v0\n9eF/+i5mr9kbck7zrh2AS9PtmPZcU+KED48B8AfrTfOvxqNvlIZkF9UWghNFW7iNxRu9Kgb1TsPW\ne0fD1ZS6PMNhg0n41+a+uPMIrh3UWy+3q2cND+pMGZqbjv/3j1eizu0LSUCSk2HHYzd/D5f0SAlZ\nX/bU1CERfy9Mrd4xiiKQ6bCiyumBWRG4NN2O3Aw7hl6WjroGb9CG2Lk9/XHr9+99HRQjm5cLLf39\nS3eNhK8pHT4AfQ01ALz3r9fi8bdCsy5rawa1v7msKB+PvlHKhEMUss9fNDIQZ6ZasWHuSJiEgN1q\n0tfjqapE1WlPSFK625/7yDDpVopFwS9f/wKVdW4sK8qHKlXMHt0fpSdrg/IGpHezwKsaL305fb4B\nt6zcAwAYl5cdsgWMtuawss6N1+4ZDQDsKDPQpmyiGinlWQAlTV9EFMe0G5iWesECN9c+Ue1fs6RN\nJW1+02pWBEo+PIaPj9VgwZgBeo+e2SRw7Ew9VClRWedGejeL4fOrnB5kpdkMA7rXp+Kd0oqgnvEa\nVyOTIlCnaWljcQAhmXdXzSzEwKxU3D6qH6YF3OwEJgIZmpuOBWMGwGxScHlWimHZt5gU2Mz+EUBt\nE+VT5xrwmze/wu9v/X5U3gu1T2AGxeZxtJfDpneoWcwK3I0+nKnz4P/9Yx6OnnHq+6yGSxBz1ulB\ndprN8PMyCWEYF3unWVFUkIs5P7gcNa5GfeueX/2Ujf1k1lI5jcR1NNzrp9v9HbaKIjAwKxWb5l+N\nRp8Ki0mBGiZ/QTerCQ+8+hnWzRmBr0/X4Ym3y7D4xiv17Se0sv7L17/A4huvhIRxdt7AzL33Xz8I\nA7NSsXHeKP1eRqsbAPTOMHaUherYHBQiSgjhpotpC7Q1qir1pAaB6wAA6CN0dquCnAy7ngH0p3/c\nidlr9uLr03WYvWYv+qb7R/g27DkWdm2NxaQYrmU0m4JfW1sToCgMUdQ5tOlPzdeyaiNCRvWo2tUY\nkmFU60wZmpuOB28YhKXbSjFpxS4cqXSGXcfr9kos3HwQ1z35AX7yu79i+vMfo7LODXMHp4m29F6o\n/VqKo1qHWt+MbjA3lYUHX/0MY57YgSWvf44HbxiEobnpYRNs1NQ3wm41oWRG8BrCZ6YNg8UsDOOi\nV/VPu7tl5R7MX7dfn6bPxn5ya+v1Plqvr+3JObVkN360fAemluyGGiapXE3TXsYCQs8nUO/x6dtP\naGW7ss6N7O42XN7LYRjThuT2wM5F1+G1e0ZjUO80mM0KrGZ/Q1OrG9rxVrMpbD6FZK877RoZJKLE\nok0X00YotN625inrq5yeoGmaT7xdhqUTB6NfLwdSzAoUAQiIkHWI2hSMnAw77FYzPF4fSj48hup6\nb9AGzS/uOor7rx+E7FRbyGusmlkY9nHevFJnCZxarU2xyrBbUOX0oN7jxZIJeSjecVi/udB6k61m\nE8blZaOoIBfpTRspPzV1COrcvqDtXZ7efihkKuiyony8uOuo/7WbbeVSPL0A2akdm7Zk9F64YX3H\ntWXarapKuDw+rN55NGhk48VdR7FgzAAU7ziMp6YOwf2bLmwRsXxyPnp396e9726zYMNdI1HRtB7x\nmfcPYfGNVzFeUptFe3p4a69v1Fh89I1SrJk9HMfPuvR11hkOC369tRTj8rJhNSv6lFOHzYRVMwox\nd92+oDoiJdAr1YZeqTbjmOYIPk+jnAmB9YN1JxQbg0RdmHaj2nx9X8mMAljMClwef1D1eH2G05Gs\nJoEpJbv15629cwT+dPc1qPf4cPSMU5+LHziCkpNhx6b95ThUUYcFYwYg02HFw/80WN8QOdxNKm9e\nKdYCp00bTYl69vZhqHN78fhb/nKvNRjvG3tFUEPuhVmFyEwNnhJ94HgNHn+rDBvnjQIACCFgEsB/\nTspHpsOKPt0lNs2/Gl6fCrNJQXaqDWZzx0fGA98LXZxw027tVhMqa93weH3wqRKuRl9IrF1WlI/u\nKWZU1rmRmWrDn+6+Bg1eFSaBoPVWiiKQk9ENdqsZfXqkYNhl+foNKuMltUW0p4e39vpGjcXKWg/c\nXlVfL6vlFxjR0djDFAAAIABJREFULx0//X4OpgbcX6yaWYiB2an40z3XoKExtI4AaFNMa61+sO6E\nEsmUjriwsFDu27cv1qcRd/otfiOqr3/ssZui+vpRFNPoEInyqqoS5dX1QWuaAH8AXzpxMGav2Yuc\nDDs23DWyxWMCH9Oykda4PHB5fPBJiRSLCb0c/iDNTF0xE/P/4K4UYytr3Zi0YqdhnUixKOjdPQX9\nMh2ocnoMj1szewRmrQ5NGLNp/tV6xwglRpk16hhYe+cIuL1q0GMvzx2F21btCfnMN84bFXLT2RmJ\nPijiYv4BtVReY7VmUHt9o5jZPHEScKFO3LIytK5o9xesGxHTpv84jgwSdWGKIkLWNAEXFnBr3z/6\nRmlIFq7i6QVY8t+fhzxPmxJilFBjUO80w143AHoPOoM7JYJwU6K0xAeb5o3Sb1iMjnPYTCiZXoD5\n64Mz2z289XPcf/0gdpAkEKORBgmJmSt2BU2JO+v0GJYFVfrLU5XTo8fDlm6q2VCkjoj2iHFrr280\nPfOyzG6GdcIXJjuoqqrsUI4BNgaJujiLWWl1n6p3SiuwdOLgoDUrrqbF3IG0KSGt7WMWOJUjEr2V\nvDmizhZuSpSW+OB4tQsPvPoZNtw1MuS4cXnZTetcrNg4bxTO1Hlw6nyDntmu9GRt0qcyTySqKnHG\n6UZDow8mIWBSAJdHDbmZPRVmr9RvKur0WRirZhYiM9UaNn62lgGaqCXRnh7e0utrjcU/3XMNXB4f\nFCHwtyqnYZ1QFIHVs4bj6e2HgpK8+CS3fogFpuoj6sJUVaKuwYvlk4Ozgz41dQiKdxzWj9OC8LTn\nPsLk4t2Yv24/fvPmlyHP09YGtmeh+sVmONMak5NW7MToZe9j0oqdKDtdC1VNninu1PmMMnIuK8pH\n8Y7DQY1CbVRdO25cXjb+eewVmFqyGyN/+z+4ZeUe1Lm9hslnKP5p8efmFbtw7eM7cMvKPSg7VQtF\nICQr4Zb9x0MyKS+fnI+ntx8CcCH2NTSGj5/RzghJFE2KImBWBBp9Et9U1OHDryuw4vbgOvHs9AI8\n/d4hLHn9czw03p9tV7u/kGG2omC8jC6ODBJ1YWecbsx84WNkpdr0xDD1Hh9yMuxBGyWvmlkIkwje\nf0dLeLFuzghUnHej3uPT90Nrz0L1i81w1tooJFE0BPZy17uDEyYtK8rH6wdOoGRGAdLtFmTYLfqm\n9BLArQFrYcqrXVi05SCWTMjTNxRnKvPEYRR/Fm4+iCemDAmZWn/vjwfCblGwZvYIWEz+m+J7NxzQ\nOwG055uECBs/o50Rkqij2jJDR1UlTtY0wNXow9PbD+HJqUPw2F++DEpM94ftX6OoIBeb9pdj4eaD\nQWtqtSR00UqCQ8bYGCTqolRVot7tv7Eor3bpN6IA9H15AoO6URCurHPj69N1QTex2lQmo/TMGXZL\nyNrAi81wxpsjihVFEchOS4HqkHDYzPj9bUNxuKIOrx84gYlD+wZljVw1sxC9u9twpNJpWF61tWLa\netxMh5XTnxNAuPhjMyvo5bDitXtGw9Xow+GKOvzq9S+Cprxtmn+14VR7u9UUNr198zg8NDcd940d\nCJ+UqKx1s4xQTLR1uUeV04P56/djyYQ8VNa5cc7ViHdKK/BOaUXQ6z00/koMzU3X64vWsdvathAU\nHTFpDAohegLYCKAfgGMApkopqw2OuwPAfzT9+KiU8sWmx3cA6ANAi9DjpJQVzZ9PlMyqnB4cPWM8\nX99qNoWMqhkFYW0fQY3WCAu3J9uhyrqQID4wK/Wignu002UTtUZbJ6OqEk63Fzd+r0/QHoLaaPXG\npqQyRuW1h92CjfNGod7jQ590Zt5NFCLMKF5aigWKoiArzYYT1fVBWZcBbQTQeE+zdLsV6XarYSKO\nwDiclWrDQ+MHBe1NyTJCsdDWGTpa50nxjsNYVpSPmvpGw/pz/KwLD94wCC/uOhp0Lee2KbERqzWD\niwFsl1IOBLC96ecgTQ3GXwEYCWAEgF8JITICDrldSvn9pi82BIma8Xj90zSWFQWv+ytpGpUIpI1Q\ndE8xY9P8q/HRv/0Ym+ZfjRd3HQ2a4hTYCNNukPtmdENWmg3VrkbDi0W1q1EP7tqIZHtuZozWbrGn\nkGJBu1EZkO0wzpAn/evGnpwyJGSN7kObD+KBVz/DJT1SkGG3cW1YgjAJhMTQZUX5sFsUPQZpHVaB\ncjLssJgVZKZasWHuSOxcdB223nsh9jWPn1o8DLwZ/uO0oXpDEGAZodhp6wwdrS4cOF6DJ94uQ4pF\nwbPN1gwuK/Kvo1205SB++dPvIsNuCXqNcHWDoidW00QnAhjT9P2LAHYAWNTsmBsAvCulPAsAQoh3\nAYwH8HLnnCJRYrOaTaisc+OJt8uC1gv2SQ/e4yzc9I+BWam4//pBKD1Z26YRvZYuFheT4Yw9hRRP\nFEXAbjEb9nanWBQsvvEq1DY0YunEwehmNaHe40OGw4ri6cOgKIpedjn9OTEoioIXdx0NWvP04q6j\neHTS91pMqb/2zhGG2++k21vvxNLi5YnqepYRigttnaETWBcOHK/Bws0HsfbOEdg4bxTKq12ocTXq\nWZUB4NS5BtQ2eDnaHWOxagz2llKeBAAp5UkhRLbBMX0BHA/4ubzpMc1qIYQPwBb4p5AytSBRgMCg\nPH/d/rA3Iy1N/2hPI6w90znbu1Yq2umyidoj3LqWXg5/GZ35Quhm8803Uw43/ZDTn+NLpsOK+68f\nFPazBtq+D2F7E19Fa4o816pSe7V1LV+4ztsqpwcPvPpZSFmucnrwLxs/xab5V0NKyfIYI1FrDAoh\n3gNwicGv/r2tL2HwmNbgu11KeUIIkQZ/Y3AGgLVhzmMegHkAcNlll7XxTxPFRiTLa1tH1CI1otfW\ni0Uk9h2k+JGMMbalutXoDd1/TqtPgeV+XF42iqcXYEHApvSc/tw52lNm2xpHm8fKSIzqRSOZBuNv\n4omHGNueGTpG9w0t5SQor3bh2xoXJhfvZnmMkag1BqWUPwn3OyHEaSFEn6ZRwT4AjNb8lePCVFIA\nyIF/OimklCea/q0VQmyAf02hYWNQSrkSwEoAKCws5OghxbVIl9e2NOYi1fvc1osFt4roWpI1xoar\nW+HqkxAiqNxr2fXYI9752ltmOzIzIRJxNRpT5Bl/E0+8xNhILPfYNP9qfFvjQpXTo08X1UYIAZbH\nWIlVApmtAO5o+v4OAK8bHPM2gHFCiIymxDHjALwthDALIXoBgBDCAmACgM874ZyJuqRIJmhpy8Jv\nrpWirixcfWq+jyfgbxBKKZkooQuKVFyNdDINxl+KFUURuKR7Chw2M5ZuK9UbgsuK8lG847B+HMtj\n54vVmsHHAGwSQswB8HcAUwBACFEIYIGU8i4p5VkhxFIAWr7mR5oec8DfKLQAMAF4D8Cqzn8LRF1D\nZydo4VYR1JW1tGaG5T55xGviK8ZfiqXm9UIIgYe3fh42azl1jpg0BqWUVQDGGjy+D8BdAT+/AOCF\nZsc4ARRE+xyJkklnJmjhprLU1bV1zQzLfdcWj4mvWA4p1gLrharKdmUtp+iI1cggESWpeO0xJ4om\nlnuKByyHFE9YHuMDG4NEBKBz043HY485UVtcTD1huU8sXXULBpZDaq9o1gWWx9hjY5CILirdeFe9\nYSJqLlJp+Vln4l8stmBguaB4FKvtSFgfOk+ssokSURwJl25cS/ccjnaRmLRiJ0Yvex+TVuxE2ela\nqGrS7DBASaSj9SQQ60xiiMRn3R4sFxSvOrsuAKwPnY2NQSJqMd24qkpU1rpxoroelbXuoGAci4sE\nUay0lpa/pbqiYZ1JDNHYgoGxlBJRtLcjMaoXrA+di9NEiShsunG71dTi9JC2XiQ43YO6gpbS8rc2\nlUqrA/UeL5ZMyEPxjsN6OnXuqxV/Ir0Fg1H5WHvnCKSmmNHoVQEAWam2oL/HckHxIJrbkYSLm91T\nzK12vPGeInI4MkhEYTdI9qqyxd457SIRqPlFgtM9qKtoaSPxlnqyA+vAj5bvwNJtpXjwhkEYmpuu\nvw731Yovkdo0XtO8fGSl2nD6fANuXrELo5e9j1tW7sFD4y+UCe1vslxQrEW6LgQKFzeFEGHvLXhP\nEXkcGSSisOmdT55ztdg715Y9q8IF+9fuGc0MYpRQWkqD3tIouVEdWLTlIJZMyMPSbaXcVysORTrl\nffPysWDMACzcfDCoTCzcfBBLJw7G7DV7ud8axY1obv8QLm6aBMLeW/CeIvLYGCQiAMbpnVubHtKW\ni0S01xsQdaZwadBbqivh6sBVl/jrDqc4xadIprxvXj7S7RbDMjEgOxU7F13HqW8UV6K1/UO4uKko\nSoc63qhj2BjsYvotfiPWp0BdSFtG/lq7SERzvQFRvGiprlQ5PWHW5JrZk50kmpePeo/PuExYTCwT\nlDRaipsd6XijjmFjkIjCisT0kLY0KIkSXUt1hXWAmpcPu9XEMkFJryP3GIynkcfGIBG16GKnh0Rz\nvQFRPAlXV1gHCAgtH+l2K8sEJb323mMwnkYeG4NEFHXRWm9AlChYB6g5lgmijmHdiSxuLUFERERE\nRJSE2BgkIiIiIiJKQmwMEhERERERJSE2BomIiIiIiJIQG4NERERERERJiI1BIiIiIiKiJMTGIBER\nERERURJiY5CIiIiIiCgJsTFIRERERESUhNgYJCIiIiIiSkJsDBIRERERESUhNgaJiIiIiIiSEBuD\nREREREREScgc6xOgrq/f4jfadfyxx26K0pkQEREREZGGI4NERERERERJiI1BIiIiIiKiJMTGIBER\nERERURKKSWNQCNFTCPGuEOJQ078ZYY57SwhRI4TY1uzx/kKIj5qev1EIYe2cMyciIiIiIuoaYjUy\nuBjAdinlQADbm342shzADIPHlwF4qun51QDmROUsiSiIqkpU1rpxoroelbVuqKqM9SkRxQ3WDwJY\nDohYBxJLrLKJTgQwpun7FwHsALCo+UFSyu1CiDGBjwkhBIAfA5gW8PyHATwblTMlIgD+4F52uhZz\n1+5DebULORl2rJpZiEG906AoItanRxRTrB8EsBwQsQ4knliNDPaWUp4EgKZ/s9vx3EwANVJKb9PP\n5QD6Rvj8iKiZKqdHD+4AUF7twty1+1Dl9MT4zIhij/WDAJYDItaBxBO1kUEhxHsALjH41b9f7Esb\nPBZ2/FkIMQ/APAC47LLLLvJPE0VXPJdXj9enB3dNebULHq8vRmdE8SCey2xnYv1IHNEssywHFGmJ\nFmNZBxJP1EYGpZQ/kVIONvh6HcBpIUQfAGj6t6IdL30GQLoQQmvI5gD4toXzWCmlLJRSFmZlZXX0\n7RB1ingur1azCTkZ9qDHcjLssJpNMTojigfxXGY7E+tH4ohmmWU5oEhLtBjLOpB4YjVNdCuAO5q+\nvwPA6219opRSAngfwOSOPJ+IOibTYcWqmYV6kNfWAWQ6mMyXiPWDAJYDItaBxBOrBDKPAdgkhJgD\n4O8ApgCAEKIQwAIp5V1NP38I4EoAqUKIcgBzpJRvw59s5hUhxKMADgB4PgbvoVP0W/xGrE+BCACg\nKAKDeqfhtXtGw+P1wWo2IdNh5YJwIrB+kB/LASU71oHEE5PGoJSyCsBYg8f3Abgr4Ocfhnn+EQAj\nonaCRGRIUQSy0myxPg2iuMT6QQDLARHrQGKJ1cggUVjtHQ099thNUToTIiIiIqKuK1ZrBomIiIiI\niCiGODJICY8jiURERERE7cfGYCdjQhgiIiIiIooHwr9TQ3IQQlQC+Fsrh/WCfy/DeBBP5wIk3/mc\nkVKOj+Lrt6iN5TXRxFsZiqRYv7eYllegxTIb6/+bQDwXY7E4l3gus/EgnspHtCTSe4zX8ppI/4eR\nlIzvu73vuU1lNqkag20hhNgnpSyM9XkA8XUuAM+HLl5X/sy68nu7WPH0f8NzMRZP50J+yfCZJMN7\njLZk/T9MxvcdrffMBDJERERERERJiI1BIiIiIiKiJMTGYKiVsT6BAPF0LgDPhy5eV/7MuvJ7u1jx\n9H/DczEWT+dCfsnwmSTDe4y2ZP0/TMb3HZX3zDWDRERERERESYgjg0REREREREmIjUEiIiIiIqIk\nxMYgERERERFREmJjkIiIiIiIKAmxMUhERERERJSE2BgkIiIiIiJKQmwMEhERERERJSE2BomIiIiI\niJIQG4NERERERERJiI1BIiIiIiKiJMTGIBERERERURJiY5CIiIiIiCgJsTFIRERERESUhNgYJCIi\nIiIiSkJsDBIRERERESWhpGoMjh8/XgLgF7/a+hVTLK/8audXzLHM8qudXzHHMsuvdnzFHMsrv9r5\n1SYxbQwKIcYLIcqEEN8IIRYb/P5aIcQnQgivEGJys9/5hBCfNn1tbcvfO3PmTKROnSjqWF4p0bDM\nUqJhmaVEwvJK0WCO1R8WQpgAPAPgegDlAPYKIbZKKUsDDvs7gFkAHjR4CZeU8vtRP1EiIiIiIqIu\nKGaNQQAjAHwjpTwCAEKIVwBMBKA3BqWUx5p+p8biBImIiIiIiLqqWE4T7QvgeMDP5U2PtVWKEGKf\nEGKPEOJnkT01IiIiIiKiri2WjUFh8FibFzsCuExKWQhgGoD/EkIMMPwjQsxrajTuq6ys7Mh5EnUa\nlldKNCyzlGhYZimRsLxStMWyMVgOIDfg5xwA37b1yVLKb5v+PQJgB4ChYY5bKaUslFIWZmVldfxs\niToByyslGpZZSjQss5RIWF4p2mK5ZnAvgIFCiP4ATgC4Ff5RvlYJITIA1Esp3UKIXgBGA3g8amdK\nOlWVqHJ64PH6YDWbkOmwQlGMBnkpWfVb/Ea7jj/22E1ROhOi+MC4SbHCskfUtUSjTsesMSil9Aoh\n7gXwNgATgBeklF8IIR4BsE9KuVUIMRzAawAyAPxUCPFrKeV3AVwFoKQpsYwC4LFmWUgpClRVoux0\nLeau3YfyahdyMuxYNbMQg3qn8eJCRGSAcZNihWWPqGuJVp2O6T6DUso3pZRXSCkHSCn/s+mxX0op\ntzZ9v1dKmSOldEgpM5sagpBS7pJSfk9KOaTp3+dj+T6SRZXToxdAACivdmHu2n2ocnpifGZERPGJ\ncZNihWWPqGuJVp2O5TRRirH2DjV7vD69AGrKq13weH3RPlUiooTQPK4yblKstKXscRopRRrLVPRE\n63rCxmCS6shQs9VsQk6GPagg5mTYYTWbOuu0iYjillFc3XDXSMZNionWrtmcRkqRxjIVXdG6D4/p\nNFGKnY4MNWc6rFg1sxA5GXYA0Ct5psPaKedMRBTPjOLqo2+UomRGAeMmdbrWrtmcRkqRxjIVXdG6\nD+fIYJLqyFCzoggM6p2G1+4ZHZXhf04tIKJEZhRX3ymtwNKJgyMWNxknqa1au2Z7vD5kpdqwZEIe\n0u0W1LgaUbzjMKcwU4cl+7T4aMfnaN2HszGYpDo61KwoAllptoifD6cWEFGiCxdXFUWJSNxknKT2\naumabbea8ND4QVi4+aBenpZPzofdyinM1DHJvJyos+JzNO7DOU00ScXblE9OLSCiRBftuMo4SZHk\nVaXeEAT85Wnh5oPwqjLGZ0aJKt7uLTtTIsdnjgwmqWhP+WyvZJ9aQESJL9pxlXGSIqnRqxqWp0av\nGqMzokQXb/eWnSmR4zMbg0ksWlM+OyKZpxYQUdcRzbjKOEmRxPJE0RBP95adKZHrE6eJUlxI5qkF\nRERtwThJkcTyRBQ5iVyfODJIcSGZpxYQEbUF4yRFEssTUeQkcn1iY5DiRrJOLSAiaivGSYokliei\nyEnU+sRpokREREREREmIjUEiIiIiIqIkxMYgERERERFREmJjkIiIiIiIKAmxMUhERERERJSE2Bgk\nIiIiIiJKQmwMEhERERERJSE2BomIiIiIiJIQG4NERERERERJiI1BIiIiIiKiJBTTxqAQYrwQokwI\n8Y0QYrHB768VQnwihPAKISY3+90dQohDTV93dN5ZExERERERJb6YNQaFECYAzwC4EUAegNuEEHnN\nDvs7gFkANjR7bk8AvwIwEsAIAL8SQmRE+5yJiIiIiIi6CnMM//YIAN9IKY8AgBDiFQATAZRqB0gp\njzX9Tm323BsAvCulPNv0+3cBjAfwcvRPu+tTVYkqpwcerw9WswmZDisURcT6tIiIujTG3sTGz48o\nOli3oiuWjcG+AI4H/FwO/0hfR5/bN0LnldRUVaLsdC3mrt2H8moXcjLsWDWzEIN6p7HiERFFCWNv\nYuPnRxQdrFvRF8s1g0afoIz0c4UQ84QQ+4QQ+yorK9t8cslEVSUqa904UV2PU+cb8NS7ZSivdgEA\nyqtdmLt2H6qcnhif5cULfJ+VtW6oaluLW+dheaVEwzJ7cbS4VF5Tj1PnGpCVagMQ+dibCPGvs0Sj\nzFY5PfrNKhCZzy+ePrN4Opdkk+wxNrBuDc1Nx5IJeXC6vTh1viGuy2Ei1ZlYjgyWA8gN+DkHwLft\neO6YZs/dYXSglHIlgJUAUFhYGL+fRIwY9bgsK8pHZa0HB47XAPBf1DxeX4zP9OIkSs8SyyslGpbZ\njgsXf594uwwHjtdELPYmSvzrLNEosx6vT28Iai7m84unzyyeziUZJXuM1erW0Nx0PHjDICzacjDu\ny2Gi1ZlYjgzuBTBQCNFfCGEFcCuArW187tsAxgkhMpoSx4xreozayag3c9GWg1gwZoB+TE6GHVaz\nKVanGBHR6LUlIroYrcXfSMVexr/os5pNyMmwBz12MZ9fPH1m8XQulHy0urVgzAC9IQjEdzlMtDoT\ns8aglNIL4F74G3FfAtgkpfxCCPGIEOKfAEAIMVwIUQ5gCoASIcQXTc89C2Ap/A3KvQAe0ZLJUPuE\n683MdFgBQO/N0H5OVJHutSUiuljh4lK63RLR2Mv4F32ZDitWzSzUG4QX+/nF02cWT+dCyUerW5kO\na8KUw0SrM7GcJgop5ZsA3mz22C8Dvt8L/xRQo+e+AOCFqJ5gEtB6XAILbU6GHZem27Fz0XVhszYl\nWmancO8z0Uc8iShxhYtLORl2vHbP6IjF1c6Kf4l2XYgkRREY1DsNr90zOiLvP9qfWXs+K14/KZa0\nunXqfEO7ymEs41Gi1ZmYbjpPsReuN/OS7inom9ENWWk2w4Zg2elaTFqxE6OXvY9JK3ai7HRtXC+O\njXSvLRHRxQoXl/r0sBvG3kj/nUjGv0S8LkSaoghkpdnCXjvbI5qfWXs/K14/KdYUReCS7iltLoex\njkeJVmeElMkTqAsLC+W+fftifRpxp729J5W1bkxasTOkx+O1e0YjK83WGafcIR3oJYppl3ailtd+\ni99o1/HHHrspSmeSdGI+BJOoZTaWOqv3Otp/p4PXBZbZFkTrM+vIZ5XMo74BYv6G47m8doa2lsN4\nuE+NkzrTpj8Y02miFB+03sy2SrS50Jr2vk8iomjrrLgU7b+TqNeFeBatz6wjnxWvnxQP2loO4yEe\nJVKd4TRRardIZ00jIqLExutC4uBnRV0dy3j7sDFI7ZZoc6GJiCi6eF1IHPysqKtjGW8fThOldot0\n1jQiIkpsvC4kDn5W1NWxjLcPG4PUIYk0F5qIiKKP14XEwc+KujqW8bbjNFEiIiIiIqIkxJFB6hLi\nJIUvEVGnYdyjeMLySMmkK5V3NgYp4Wmbi85duw/l1S59ofCg3mkJWzGJiFrCuEfxhOWRkklXK++c\nJkpRp6oSlbVunKiuR2WtG6oqI/r6VU6PXiEB/14yc9fuQ5XTE9G/Q0QUC0YxlHGPOioa12SWR0om\nWnnPSrWhZEYBnpwyBKfONaDGlZjlnSODFFUt9Z4AiMgQezxsLkpE1FEtTTcKF0N7drMw7lGbBJYv\ni1lBXYMXM1/4OKIjGrwOU1fRlumfHq8PWak2PHjDICzaclCvSyXTC5BuT7zpohwZpKgK11tY4/Kg\n7HQtJq3YidHL3sekFTtRdrq2Qz2U3FyUiBKV1tgLFwvDxVCfBOMetap5+bp5xS6cPt+ArFR/lsVI\njeDxOkxdQWvxWGM1m3Df2IF6QxDw16X56/cn5Gg4G4MUVeF6C10eX8SmlHBzUSJKVK1NrwsXQ6WU\njHvUKqPytXDzQSwYM0A/JhIjeLwOU1fQ1unOmQ4r+vdydJnRcE4TpajSegsDK0xOhh0+KSNWibi5\nKBElqtam14WLoVazCYN62xn3qEXhyle63aL/HIkRPF6HqSto63RnRRHoZgsfmxMNRwYpqsL1FqZY\nIjulRNtctG9GN2Sl2XgBIqKEEG56ncWsNCX3UFEyo8BwxIVxj1oTrnzVe3z69xc7gqclpDl5zn9T\n3KeHneWRElJ7pjv3ctg6dTQ8mskYOTJIURWut1BVJYqnF2DB+v36wtvi6QVITzGjstbNnkUiSgpa\nh9lT75ahqCAXmQ4rstNscDf6cNuqj1Be7cK4vGxsuGskTIpgXKR20cqXNvVtXF42/uOmPAgB7Fx0\nHexW00UlvOhqKfYpeamqhITE+jkjcfSME09vP4TKOnfYBl5njoZHu56xMUhRp/VeB6pyevD09q+x\nZEIe0u0W1Lga8edPyyGG5mD+uv28qBBRUlAUgYFZqfjFT64Iin3LJ+cjK9WG8moX3imtQOnJWrx2\nz+iQWErUksAbVlVVccbpwbTnPgq6xqbbOz6SEW6NFcsqJRKjxlbJ9AL0SU9psbPE6P42GqJdzzhN\nlGLC4/XhndIKzF+3H7es3IP56/ZjWL9M/WYI4D5FRJQcql2NIbEvGkk+KDlpN6yKokT8GsstJagr\nMGpszV+/Hz4VcTEYEe16xsYgxYTRvOxMh5UXFSJKOp2V5IOSWzRuKLmlBHUF8d6pEe16xsYgRUx7\nFrcaJZbJTrPxokJESae1JB/amkGP1xfxxAHUdbR2DY7GDSW3lKBEp6oSQoi4vv+Mdj2L6ZpBIcR4\nAL8HYALwnJTysWa/twFYC6AAQBWAW6SUx4QQ/QB8CaCs6dA9UsoFnXXeFKq9i1uNFt5m2C1BC915\nUSGiZNCRHaq3AAAgAElEQVQ8yYcW+3p3t+Gjf/ux4TovrqWmQG25BocrZxdzjeWWEpTItHrz1Ltl\nWFaUr28iH2/3n9GuZzFrDAohTACeAXA9gHIAe4UQW6WUpQGHzQFQLaX8ByHErQCWAbil6XeHpZTf\n79STprA6srjVaOFtYGG3W03wqhInz7l4gSGiLqulC31lrdtwndfWe0fDp4I34ASgbdfgttxQqqpE\nldPTrnLVWUk0iCItsN5U1nqwZEIeMh1WXJpuxyXdU6AookN1IhqiWc9iOTI4AsA3UsojACCEeAXA\nRACBjcGJAB5u+n4zgD8KIXi1i0MXO986sLJZzAocNhNOVDdg/npmFiWirsfoBiPwQq9N+av3eENi\na1aqDSdrGB+TTUs3peGuwS6PF5W10I9t6YaS20RQIutIoy2w3hw4XoP56/YD8G+7ojUEk6FOhF0z\nKIQ4KoQ4EvAV+PPhCPztvgCOB/xc3vSY4TFSSi+AcwAym37XXwhxQAjxgRDihxE4H7oIF7MWQats\nk1bsxOhl7+PmFbtw1tmo3+gAzCxKRF1H85g3acVOlJ2u1dd4Bf7+q1O1IbH1vrEDGR+TTGtlJtw1\n+MtTtSHHhhNudJHliuJda/UjHItZMaw3FrO/eZQsdaKlBDKFAIYHfI0A8CQAAeDTCPxtoyZ1808t\n3DEnAVwmpRwK4F8BbBBCdDf8I0LME0LsE0Lsq6ysvKgTpmCBi9VNCjq8uNWosp11euI6s1O0sLxS\nomGZbb/WbjACf1+84zCWFeUHxdb+vRxJGR8jJRHL7Bmnu8UyY5RgYllRPop3HG7zDWy8Z1RMVolY\nXjtbuJh68pyrxaRbZkVg+eTg+Lp8cj7MrYy4d7U6EXaaqJSyCgCEEAqAGQAWwt8IvKnZur6OKgeQ\nG/BzDoBvwxxTLoQwA+gB4KyUUgJwN53n/qaRyisA7DN4HysBrASAwsJCpmCLEKOh85fnjsSm+VfD\n61NhNinITrWFDKN7vSoq6txo9KmwNB1jVNmqnB7kZNiDHo+nzE7RwvJKiYZltv1am9LnU1UsmZCH\ndLsFNa5GvH7gBB67+Xu4rGc3mBQBpSnzXbLFx0hJtDKrqhL17pZvSgPXA7o8Xnx5qhZPvF2GA8dr\nMDQ3HQvGDECjz4dva1yQUhpOo9NGF1mu4kuilddYCBdTy6tdeP5/j+A/bsqDSRF6ssJqVyNUVUWj\nKpFqM2P1rOGoc3tRUevG42+V4Y/ThgKO5KkTLU0TtQgh5sO/hu+HACZKKadHqCEIAHsBDBRC9BdC\nWAHcCmBrs2O2Arij6fvJAP5HSimFEFlNCWgghLgcwEAARyJ0XtQGzXthslJtKK924eGtn+PLU7X4\ntsaFb8+54PWq+nO8XhVfna7F1JLd+NHyHZhashtfna6FxRQ6TL9l/3E8M20Y01UTUZcTbmrSl6dq\n8e+vHURVnQdLt5XilpV7sHRbKaaNugw2s4Jpz32E0cvex6+2fo7i6QWMj11IS9tCVDk9OHrG2epS\nDG09oN1qxtJtpXpD8MEbBmHL/uM4eqYeU0t2h51Gx20iKJ60Z7uycNOkG30q7rimvx47J63Yia9O\n1+K5v36DbyqduHXlHvz0jzsxe81e1Ht8KN5xGJV1br1eJUudaCmBzFEAXgD/BeDvAIYIIYZov5RS\n/uli/rCU0iuEuBfA2/BvLfGClPILIcQjAPZJKbcCeB7AOiHENwDOwt9gBIBrATwihPAC8AFYIKU8\nezHnQ60LXJwLXGgAAsCCMQOweudR3HFN/6DUvCUzCnDVJd2hKAIVdW4saLbOZcH6/fjT3deEpLue\n+8PL8dKev2HpxMHo38uBbjYTetqtcZHRiYioo1RVoq7Bi+WT87Fw84VYWTy9AFJKLLzhSsxeszco\nTlY7G7Hk9c/1x94prQAAbJp/ddhRntbOgbE0frSWpMLj9eHp7YdCUt+XTC9Aht2Cylp30BZNiiLx\n8txR+gycpdu+QFFBrv5coOPZRok6Q3sTtxhtm7KsKB+KABZuPoisVJs+26Ky1o3bRn4H05//OKg+\nLNpyEOvmjIBJCGTYLQAiWyfiOe621Bh8D/71eUOavgJJABfVGAQAKeWbAN5s9tgvA75vADDF4Hlb\nAGy52L9PbWdUMZdPzsfjb/mnoWSn2QwvNvPX7dcvNo0+1XAYv6HRB5tZwdKJg9HNakK9x4cMhxUP\njR8Ej09CSgmzInCosq7LZ3Qioq6tyunBzBc+Dro5qff40NNhwX+9ewhTh+eGxMluVlPIY++UVuBX\nP5Xom9GtXX8/WbLjJZLWtoWwmk2orHPjibfLgspM34yUkOvimtnD4fL4cPdLnwTdFBuVIaO1T9wm\nguJBe7crC5om3ejD4Yo6PPF2GRbfeCWyUm148IZBQR0p6+aMMKwPFefdeODVz1AyvQB90lOQbrdG\npE7Ee9xtac3grE48D4pTgT0ZzSvmws0HsXTiYMxesxdpKRb4VBn2YlNZ64ZJMV7nYlKEvqFy4OMb\n7hqpP7561vCgnnEtMHS0Z5yIKBa0tS1aZ5lm84KrMffay3H6fENInKz3+Axjp5bxrj06sicsRVdr\nSSoy7BZsuGskKmrdqHJ68Pz/HsH91/s7S5t/lsfPukKulYu2HMTqWcOTYu0TdQ0dSdyiNdpUVcLr\nU3Hf2IHITrPhvrEDQwYqjp2pN6wPNa5Gf2xevx9LJw7GJT1SItJgi/e429Kawd1CiB+H+d326J0S\ndbZw87IDU/VqNy+ByqtdGJCdip2LroPDpqCnw2o4Z9unSkxasRP/vOEAnpo6JCRrk4RxI7LRJ/Hk\nlCEomVGA9G4Ww2O+rXG1K40wEVEshVsvWOX0wKQImAyy2/V0WFDSbI3g8sn5qGvwtjvmJUt2vESh\nqhKiKSFQIK2hpqoShyrrMO25jzC5eDeWbivFQ+OvRHo3C1ye0M8y7AigTw3JStsV1z5R19CR7cq0\ne9mT51wwKwJ7DlfiRI0L/bMcWDIhD0Nz0/Vjn95+CM/eHpyXQsu+C/jrTDerKWLbSMR73G1pmuhl\n8G/y/iaAf5NSNgb8rmd0T4s6S0tD1zUuD06da8CTU4agp8OKcXnZ+loVoGlUT/grraJInK1rRMn0\ngqCNkEtmFOClPcf0qS3Z3VPwxJQhEABqXI14/K0y3Dd2oGEPzd/P1mP2mr3IybBj7Z0jDI/RKmm8\n9bIQETWnqhLuRh/WzB6O42ddAdPiLVjx/jf4t3+8CllpNix89WBQNtGX9vwd94+7AuvmjIBPlTh1\nrgGPv1WGyjp3u2NesmTHSwTa9fepd8v09YBZqf6RjP69HJCQqHGFJmurdnrw+FtfYeENV2LzgqtR\n5fSgeMdhHDheA0UIrJ41HN2sJtS4Gi8kxDApSO9mwcZ5owCAs2korhmtAdQ6L4zW3gEIuped/8N+\nmDaqHypr3Sg7VYst+4/jwRsG6Rl2K+vcqHN78djN30NORjdI+OOqJnCUMBINtniPuy01Bk8D+AGA\npwF8JIS4TUpZ1vQ7Dr90EeGGrrfeOxonaxr06SY5GXasuH0YAP9aFa1n+t4NB5CVZsV9Y6/A09u/\nxj3X/UPQ2r+0FDN+fNUleODVz4LWLwSmvE6xKCieXqAnlwlcj6id02N/+RIrbh+Ge5qtg3ji7TL9\nvcRTLwsRUXM1Lg/OOj3wqjIotj41dQgevGEQUiwKvjpZh8o6tz6FdGhuOh4aPwhTincHxT6gYzGv\npZss6lyB19/KWg+WT85Hqs0ctN6vZHpBULK2B8ZdgVUfHsEd1/TXEw1pZeKvZaeRYlFw/6bPg66l\ndqsJy9/+CvdfPwh9etjZAKS4Fy5xCwDDAYxMh1V/bGhuOv4xvy9ub1pmpNWPF3cdxYIxA7B0WymK\npxfgz5+W49pBvTH9+dDj7rimP554uyxiDbZ4j7vCv2WfwS+E+ERKOazp+0kAfg/gN1LKYiHEgaYN\n3xNKYWGh3LcvZCvCpHaiuh6jl70f8vjORdfhlpV7Qnox1sweAatZwOOVcHm8+PZcA7qnmLFws78n\ne+m20qDnNF/rp73Okgl5KN5xWF/UG9gbajEJ3LvhAA4crwk5J4tZQaNXhRACD2/9PGSkMsIjgzG9\nYiZqee23+I12HX/ssZuidCZJJ+Z3eIlaZjvLiep6fH26zjAm/tct34fFpKDe4w1qELQUQ5duK+1Q\nzIujrHZJXWabX39LZhSEXENzMuxYOnEwnt5+CAvGDMCg3mkoO11reNzLc0fhtlWh1+2X7hqJI5VO\n5PVJg6IoHBHsuJj/pyV7jK2sdetLlzRaQpjrnvgAQPh6tGRCHgZmp+JvVfX4h2wH3F6JWas/NrzP\nXfjqZ6iscwdlxL9YMYq7bfoDbVp9LqV8DcDVAIqEEFsBpF7EiVEHtGe/lfYINy/bJ43X8VlMArUu\nLx5/60t8e64BmQ4rLk2345rLM5FuD13XF279QqbDigVjBuiLeg8cr8HsNXsx/fmPIIRAZZ075JwU\nIdDLYUPfjG64pHsK7r9+ENc/EFFcU1WJitoG/P2sE15Vho2JAJDW1LH2y9e/wNKJg/HhQ2NweZYj\nbAwtmVHQoZinJVrom9ENWWk2NgzaIBrX4ObrR42uoeXVLlye5cCTU4dgy/7jKDtdi0yH1fC4cNft\nU+caMHvNXhyrquf6eoqpi61H4dbeqRJ6XQpXjzIdVhyqqMPsNXtx1tkIIRAmFkv8+01XYcNdIzEo\nO3LZPuM57rbUGKwI/EFKeUJKeT2ADwHkRvWsKEhgIpdIJ0sx3FBzRiHMinGSA7MisPfoGdxxTX8s\n3VaKycW7cftzH2H61d9Bo08NeY6WBa/56/TpkYJBl6SFLOotr3bBJBByTsuK8vGrrZ/r7ztwCsHO\nRdfhtXtGx02KXiJKXoE3OxW1DThW5cTNK3bh2sd34OS5hrAxMSvNhsf+8qV+c5JiUVBT34gjlcab\njfewW9CLIzydIhrX4MD9JrXPN1zZ+OpULWa+8DHuuKY/vj55Hr1SbYbHKWES0dS4GoPWQEUqKQZR\ne7SnHoVrNIYr43aLgqdvHRpU3psf09NhRfGOw8jJsCO9m3+/QaPjTEKgtsELb9O9ZjIIO020K0rU\n4fVww+KRmhIZOHQthAAgoUqJs87GoDV6z0wbBrNJoIfdgnW7jmJYv0w9wcGW/ccx94cDoEoZtD5w\nzezhaGhUg9YDFk8vgMvjw2/e/BKVde6gNYTa+8p0WHHqfAO+rXEFLY6PwlTQlnCaaAdwmmjMxPyq\nlahlNlJa2491aG46Hv3Zd3G+wRu04XzJjAJkpVpR71FhMQnUe7wor/av2c5KteFX/5SHamejvhY7\nt6cd7kYVfdJT0NOR0AmzEqLMRuMarL1mVqoNC8YMQLrdgh52M7wqgq6XgWvjH/3ZYKR3s8CrSpgU\ngXW7jqLkw2PIybDj2ekFOFZ5Hv2zuoc8/8VdR/Hz6wbi4a1f6Msvdi66rt17VFJilNd41dZ6ZBRH\n1945Aqk2M7yqijN1nqB7U61DxWwS8KmAEECNsxG/3/41igpykemwNm05oeK3f/kKvxh7BXqmWiGl\nRLWzMSjpodH9aIInJWxTmQ2bQEYI8XRLT5RS3tfeM6KOiVZK2sBGoN1qwnmXF3PX7Qto/A3Fxnmj\ncKbOg7QUMx77y5d68pgVtw/DH//nkP7zsqJ89Olhg6vRhz/eNhQZDitU6c/OtOOr01g/ZyRUKfG3\nqnos+e/PgxqBi7ZcWG+oTfVUFAEpJSYX7474+yYiigajhFzaeur56/bjwPEa/Md/f4Fnbh+Kl+eO\ngserorreA69Pxc3PXkgQ89TUIRiY7cCTU4ZAlRJeX2jCGatZwdmm0R1tY2SKjmhcg432m/yfB36E\n3/3lS31t06GmjbMB4LdFg+HxSn0tv9YAnDL8MhyudOIP27/GL8Zegb1Hz2D1rOEwmwQsJgWNXh+K\nCnKhCOgNwXjKYkjJo631qHkczUq14fT5Bsxs6kAbl5eNtXeOwDlXIypq3Xj8rTI8OmkwfKrUG4nz\nf9gP9429IqhjZMXtw/DLn+ZBEQre/r9v8fC2rzAuLxsb7hoJAPjyVK3eEAx3bl1VS9NEF8CfTfRb\nAPsA7G/2RZ2kI/utNNd8yN3rVYOG6z87fk5vCAL+SvDzDQfgVSVOnW/AzBc+1pO1lFe7cM9Ln6Co\nIFf/edGWgxBCYPO+4xBC4PbnPsJ1T3yAhZsP4h/z+6Km3oOZL3yM2Wv24sDxGv05C8YMQHm1CwOz\nU7F04mD07n5hHnUk3jcRUaSFm8IU7mYn3W7Rf66sc8Pp9uG2VXsw9ncfoMrpwc83HAiKvfdv+gyH\nKpy4ZeUeNDSq+JeNn4b83mGzABA462zEsSon14BFUTSuRc1fc2huOhQh8E5pBeav249DFXVYuq0U\nB47XYMGYATArJv1GF/CXg7vX74et6Rwqaz34/favUdAvE7PX7MV1T3yAW1fuQZ3bh57drLBbzSiZ\nUYBxedlcX08xEa4eAQgbR4fmpuPxyfn6TArAn9F+5gsfo6LWn3VZ2zolsH4M65epNwSBC/etX3xb\ni6klu1HYvxcev3kw3imtwLTnPoLZpOj1LfDckuV+s6XGYB8AKwHcAGAGAAuArVLKF6WUL3bGyZGf\n4bq+dgRzo3na355zBfW8hEtqYFJE2MXqA7Ic2DhvFEpmFOCayzOhSmDaqH446/QgK9WmH/fzDZ8g\nPcxrDMxOxepZw3H6vH+Bu8tzoRfmYt83EVGktbTuJdzNTmaqDUNz0/UZFxaTgienDEHJjAJc2iPF\nMDb2SrVi/ZwR6N/LOIFMTb0HP/ndB5i1+mOcPt+AGhfXgEVLNK5FzV/zvrED4VWl/nPxjsNYVpSP\ncXnZuCI7FWaTMCwHXlXF0m2lePCGQZh5dT89C632+7tf+gR1bi9+8rsPsHRbKX4x9goMzErlSDJ1\nOqN6pG1RZhRHh+am48EbBuFc01rXQOXVLmSn2fSZafUeH7JSbVg/ZwTe+9drkdenu34fGvgcLbnM\ngvX7MXJALwzNTUd5tQtSyqS+3ww7TVRKWQWgGECxEKIvgNsAfCGEWCSlXNdZJ0jh91sJF8ybrwE0\nCYRMXaqodQf1vPR0WEM2r/X3iijIaqpwzed5Hz/rwuw1ezEuLxv/PPYKPaV183UOC8YMgIB/m4mn\ntx8Kmqqi9X4+OWUIxuVlB/XCtPd9ExFFW7i9WbW1zs33klpWlI/H3/oSS382WN+WJ3Bfq2emDcPD\nE67E6IHZMCkCPlVi5yH/LIzFf/o/LJmQZxh/tQQg2lTUjfNGAY7O//9IBtG4FjV/TZ+UOFffiCen\nDMHz/3sERQW56JVqxS/GXoEZL3yMtXeOMCwHihB4bmYBTp5zY0C2ccdBN6tJ/37++v1dYR0UJaDA\nMu9q9OFwRZ2+nhpASByta/DCJyV6d08xLPuZqVZsnDcKqgRMCvDIxO8G7dEZuF5be06NqxGAvy7U\nub14fHI+zrkaIYTAwKzUpL3fbGnTeQCAEGIY/A3B64H/z96dx0dVnv3j/9xn9sxkIwuLiYIYAiMG\nw0BY7KsPikVULD+agMoiO0HcnlZB2j6pbVO/PxCprZUl2McAARQErRQelZbq4+8LohIQqlFEBE3Y\nspCQZDL7uX9/TM5hzsyZLECSSeZ6v168IMkkOSH3uc+9XPd14V1QiGiXkFLStkbt4O26GcMVRWsB\n/4AmLdGEFIsBz9yTGVK8dtPB03j8rgxs/+QHTLq9b4tF4XNt6Xg0aDv+2V3H8ZeHb0e8SY9Ldje+\nvtCAXaXlWDYxEy+8d0JxZrCi1oGn3zyGbQtGhazCtPXnJoSQztDSuRdpsLMjf4yc/Eo6g1J2vgGb\n5+Vg3pZPFX3l/xw/i0m3pyn64K0LRskFk/eXXcTmeTm4ZHejxu7GrtJyuSBy4Pf3UZRoh7qez6Lg\nemN9402od7rBwGAxivj1/VY8v7cMubZ07Cotx6q8LBi0Akrm5+BMdRNe3n9SfoZKryvcU4aimf4w\n0OD6u73MemSnJ8hHNKLlHBSJPNJ9dLa2CXM3fqb4WGA/mpFiwYnKBuSXlGLszUkhY9DVU4fB4fbi\nkt2D4gOnsfSewXB5RbmG9dHyOizdeRyFk4di7sbPQjYpJlhT4fVx5Jdc6XdffWRE1GalbymBzO8A\nTALwFYA3APySc+7trAsj7RP4cAletX506xG8OHUYLjs86BdvhFGngccnYuuCUTh/2YlnmrN/Sq9/\ndtdxFM8ZiZ2Hf8CDOTfBK3IYdQIKJw9FjF6D1DgDfrH9mJwdb1CqBaunDkOdwyPfhCkWA3QaDR55\n7VPFJLP4wGn8ZXo2vjxXH3JQVyOwqLwJCSHdhxTCFLxKLUU1BCa/yk5PwK/vH4JkiwEagUErhNa1\nyhtxozwRBPwfr2qO3MhOT8Dk7BsU/WjRTBt2f14RcrbFqGtT2WDSxdQWbF9fOAqXHV4s3lKKFIsB\nT47PwLP3DoFOYPjFhEGotXuUiWNmDPfvajTvesz/0c3yrt/WBaNQdr5B8dzdefgHrJ7mHwPUNXlg\n0kfHOai26KJC4FGvtX70ksON/BL//bDwxzfD7fNP9KQM9iLnOFfnwuuffo/ZYwcoFtPWTB8OgQHn\nLjsxMNWM/106DgDw/N4yOept+b1D5H4VUEZ4ROMGREs7gwUAvgMwrPnP//GXHQADIHLOh3X85ZG2\nCHy4rJ46THXVunecAa/93+8we+wAxTZ6yfwc1ddrBYYHbk/Dine/wrP3DkGt3Q23T8TL757EsomZ\neHJ8BpIteogcmBU04Xvx/RN4cnxGyOFdKWuoy+M/4xCuEyCEkEilFgoaeLZEFDkYY9j75I8gilzR\n3wbv3GSnJ0CvFUL6YClyY/G4gXh213FFP5q/pRSvLxyN0QNTFKUmepmi42xLdyY2J2Szu7womGTF\n/rKLGG/tDYDJE8Fn7smUf+fSM3rpTuWz9NGtR1AwySoPbAND3xiANxaNxoXLTtTY3Xjn6NmQBYVX\nHxlBGWihPjGP5t2hztRSP+r1inB7RPzl4WzEm3Tw+EQYdRrFuHH7otGI0WuQa0sP6SMf23ZEzlC/\nfqYNDMB//e0LPDk+A8vvHYJzdQ40OL1tymwaLVqaDA5QeR8DkAbgVx1zOeRqBJ5hkYptBk+0zlQ3\nqd40Z6qbVF/PAby8/xvM/9HNmN38EJlgTcUfpw0DGHCmugmXHR4sf+vfIRO+wslDcWNSjOqNdkuK\nBQCweV6OolRF0SwbRFFEVYOLVuYIIRGrpfNjgYNLaTASPJHbMn8UHs65CQkxOsSbdDh/2Sn3wdnp\nCVg8bqBcj9XpUQ9J9YpiSKmJXmY9emmjb0W7u1CbeEglmhKad/YKJllDntE1jW7VNpBg0snhcive\n/RpA8xlCgUFgkMsyFc2yhXzNaN4BCdTS+d9o/7/paOH6UQByeKg07nxy/CCs3vcVVuZmyW25ye2D\nxaDFwBRL2PtDShRTMj8HGakWuH0iLtnduCnJDICrjn11muiMsGgpgcz30r8ZY7cDmA5gGoDTAHZ1\n/KWRtgo8wyJlIAtcWVw3YzhKPv4ej44bGBLO+fL+kyGx2C9NGwaTXoNlEwej/JIDY29Owk9v74e+\nCSacqblyXmHTPPVdxZtTzPCJ6jfaD5ea5PjtNdOH44m7MpBo1uP3f/9Snhi++sgIZKRYUOvwtCt0\nQxQ5qu0uOD0+aBiDSa+h1U9CyHUX7vxY4OBSGowEqqh1gDV3R7//exmqGl14ZXq2nDRk9tgBct89\nwZqKgkm3hl3cCxzA/nzHMUogE2GCww85eMjEY0nzDp/IOYrnjMRNKouo0i5xcBtIjTWgcPJQOTxY\nisz5/d+/xFN3D8JHy8bB6+MQmHoW0mjdAQnUUTWcSdsE9qPS/SKKIirrXfJYNTVWj6oGF+b/6GZ4\nfCJW5WVBpxHQL8GIS3YPyi+pb2gE7pbXNLrx6LiBiii2dTNtWDM9Wy7rI+XCEDmXS1xEU/hwS2cG\nBwF4CP7kMTUAtgNgnPM7O+naSBsFxl4fLa/Di++fQOHkoRiYaoZWEGDQMEwZfoNqOGdVowuJMTqs\n+NltSO8VA63AYHd7MXX9x/KA5PG7MuT6LYGf+0ON+k1YfqkJmz8+g3UzbXJimeCkM9JWfuHkoTDp\ntYoahgs3H8brC0crspO2Frqhtuq6Ki8LveOM6J9k7tE3MSEkMgQOLsNFaXx9oQGFe8rkfvTxbUex\nI380fvPArXio+VwYALlPLJppQ35AP7p+pg0Ff/tC8X0pgUxkUXsebZk/SnXi0S/eiCa3DwXvfKGa\nOXZXaTnWzhge8gz+xY5jcpjo6wtHo+x8vSJZkZQ4o3jOyBbPZkWz1s6tkc4h3S8v/eMEnrgrQ456\nkHYFC975XNH2n9/7Ff788O1yaHXwBkhgopjgzMvS349uKcWKn92mOIf4wnsn8McHh6HB5ca5OldU\nhQ+3tB/6NYDxAB7gnP+Ic/4XALRc0sHCFTNuiRR7PcGaiqJZNvz6/iEYmGJG31gjtBoGh1dUFOxM\nsRjg9opYNXUYduSPhlZgiDfpMeOvn+CLc/WYt/HK6mWuLT2k0K1ULF7aVQyuGWMxalHV4MZf9n+D\n1xeOxofPjMOW+aMUKX6lr9U/2YwjZ2pQNMsm1yyUri84dEO6odWohXss3Xkc39c0tfh5hBByvQTW\nGZSiNAL7x5W5WVj/4SlFP1pR64DLK+LCZWfIZGFfWSV6mXV4Y+Fo/O/Scdi+aDQY/IXrA1ECmcii\n9jw6XW1XrUFp1GnwdHMSN7U28/hdGTDpBBTPGYkPnv4PFEyyhiRfc3l9yC8pVbwvRq9BdnoCjDoB\n62YMV3zNolk26DRo1zijJ6Jaxp0r3Pi22u6feOXa0hV1MnNt6aq5J/700O3wiVyxAVIwyYq3l4zF\n1gWjsOngaXmhZGVuFnaVlivGgdnpCSiYZEW/BP/vfcW7X8vF689UN6HRGZqIMXAMejXj9EjX0pnB\nXEraXd0AACAASURBVPh3Bj9gjL0Hf0bRnjkljhBXe5hZSsP71N2DQuKsF28pVSSVyU5PwHM/taLW\n7kGD0wOB6VDZ4JIzigaHNoULdUow6VDV6EKD0yOfETxf55DLRhRMsiK/pBSPjrsFT7x+FJvn5agO\nYC43uTG4X7xi1XPN9GwYdQK2LxqtCGltKXQjXLhHjF5DIR+EkE4RmBThaHkdNh08ja0LRgEAvr7Q\nEDKIl859+ZpDpNR2Kdw+LpeZkM6IvTI9G48HhDcVzbQh2UxnnCJF4PNIOgeabNGr7vJ6fFcWPgMH\ntoP7xALwZ0CUjlBsnpejmnytulG54JmWaILHJ+KZezKxdOdxpFj8IaU3JcXgXJ0Df/7nN5h7xwD5\ned3Tdz3CoVrGnSfc+DYjxYIml79gfHBm+nDjT49PRPklhyIiLr+kVN6QKJh0Kxb9eCBq7G5sOnga\nj92ZgTUfnAQAuZB98E7ipoOn5ZI9f3ro9rDhwz016VDYpUTO+duc8wcBDAbwIYCfA+jNGFvHGJvQ\nSdcXVcIdZm7LzlatwyNPBAHliooUrgQAyyZmwtEckjJl7UE88tqnSIm9UoMw8LVqbwP+B02T29dc\nTPkE5m78DLNf+xR2t0+uYzQwxYwJ1lRYDFpU1Dqw4t2vsGa6cnVyzfThcHh8ip3HFIsBTW4fHtxw\nCA9uOITCPWV45p7MkIL0wQJX5IOvk0I+CCGdQRQ5dBqGjXNzsHPxGOTa0mHQ+gvJF+4pCykHIfWj\nFy47sau0PGRXqGimDc/vVSahefrNY2h0+rNRbl80GoWTh6JvgrFbD0R6Gul5JA08C/eU4YFXDmD3\n5xXYumAUdi4eg4JJVry8/xtYjFrFs+toeR0K95TB07wIEHiEYsW7X2Ft0C7fnx68HUadEBKhoxGY\nPOA9Wl6HuRs/wyPNz+l9ZZVYuvPKznRbxxk9kXRu7YbEGKTEGug+6iDhxreVjS5UNbiwbGImZr32\nqWLcZ9Krj+s0jOHl/SdDxpRS+TLGgD7xRgxMMeORMf2x9ZC//ES4DM3P7jqOpfcMlo9OaQWm+n31\nWs01jdMjWatF5znndgBbAWxljPUCMBXAcgD7Ovjaos61HGYO/tzAFZXApDJ94ozy2UHAP/niHNi5\neAxq7G7sL7uI4jkjUFHrRIxeA4ExrJsxXJEeff1MGxqcHkXYp7TKDfiLeQIMv7xvCDQCQ3Z6AvaV\nVeKpuwehYJIVSWY9ki0GrP3gW+Ta0hTXvXjcQEVIq3SjqhWkD6SWpnhVXhZSYg2UpZQQck3aUotM\nFDnOXXbghfe+xqPjBqJ3nBEJMXr4RGD7p9+HJvaaaUOyRY/KehdELuJX91lx2eFB8ZyRcPtEWAxa\neH2iooA44O8TjToNZv73p4oyASRySM+jC5edioHn8P5J8i5vdnoClk3MhMvjUzxjJ1hTsfzeIWAM\nigLagD9s+HeTb8X2RaPh8orwiRyvfvQdTlY2yjt/GoFB5CJqGj1ho3rU/k0RNKQjhRvfen0iXF5f\nSGb6TQdPY9nEwViVlyWPCaUJ34V6J6oaXdh66HtsnpeDS3Y3nB4f9BoBv7xvCC7Z3ah3eGDUaeRQ\nUCmXxoBks+p1XLK7UdXowrqZNqRaDGHLXpy/7LjqcXoka3UyGIhzfglAUfOfa8YYmwjgzwA0AP7K\nOV8R9HEDgM0AbPAnsXmQc36m+WO/BDAf/nOMT3LO378e19RR2jKYaO0wc0tfI/hzA5MXBCaVEYQr\nmcWkVcs5xVdKRxRMsqLe4VWkLd84dyTeWDQaoshxqsoOj8+nmLBJ11nn8MgJZ6SvKd28H524iFij\nDpl9tNAwhr8dqcCO0gqMt/ZWXHe4sABN889Z1eBS/fmlcI+3loyF0yNCwwCBAc/tVmYp7e5b+YSQ\nztXWsKAauxsNLi9+MWEQ9BoNLtb767ztKi3HLyYMQqxBizcWjYZP5NBpBNTaXZi6/mOkWAxYNjET\nM//7Sijo+pk2fPDVBfw4s7fqM6FfggkHnr2TwtoikPScjjNqEaNXDjyl55v07I0z6sCYgF5mLV5f\nOBoen4gmt09RE1BKhnG0vA4TrKm41OhRhJpKIW7JFj2e3nFMzvQd3xyCrPacVvs3RdCQ6yl4vKrT\nCqrtUasREGsMHffl2tIxp/gzpFgMKJhkxS2pFlQ1uMA5h1GnQcm8HPy/736F9R+ewuPjb0G9wysn\nlFk2MVOeXEpRaGs+OIleZj2qG11h+9SNc3OQbNFBp9OEDR/uqUmHuuzEOWNMA2ANgHsBWAE8zBiz\nBr1sPoBazvktAF4CsLL5c63wn2e8FcBEAGubv15EkgYTU9YewB0rP8CUtQdw4mJDyKHTlg4zt/Y1\ngj/3yJkaFAUkd6lqdMGoE6DTXNn+Dtwuz05PwOyxA/BtpV1+0AD+idic4s9w8mIjLjs8ePff5/H6\nJ+VYF5Q4pmimDf3ijVh6z2DVhDPTR/fH9FcPYdyqD/Hwq4cwYkAvZKcnYFep8ms1uX2q2/M6rdDq\n/6EgMKTGGnFjrxjotRpMLToUkqW0u2/lE0I6V1vDgtxeH+KMWri9HI+89iny1n+Mwj1leOKuDHh9\nwIMbPsGPVn6AGX/9BE6PD/lb/P2kWjTE4i2luPvWvlj/4SmsygsNHe0TZ6SwtggU/Jz+rkqZNEZa\npF08biA+OnERIoA5xZ/ijpUfoHDPl9AITDVhhlR78tf3W0Oez8/uOo7nHrgVJR9/Lx/TYACW7Twe\n0nZW5fkTGAX/m5KmkOtJbbza6PSqjm9TLQYkW/Qh474ks17ezFj/4Sl4fD7E6DVYuvM4pqw9iFmv\nfYpn7snErLH9carSLt83av3pY9uOYOk9g7Hmg5PQaVhI4sN1M4ajcM+X8PhExBn990G48OGemnSo\nXTuD11kOgG85598BAGPsDQCTAZQFvGYygN82/3sngFcYY6z5/W9wzl0ATjPGvm3+eh930rW3S1sL\nm7Z0mLmqwdXi1wj8XFEUUW1348///EZOVR1v0sHjEyEwhj8/dDueeuNzxS7csomZcHpE9E9WLxYf\no9fg0a1HUDxnJL6rtuMv+7+RU/KKnCPGoEFNoxsmvUb186saXIprX7rzOErm5eBMTROSzDoUTh6K\nGL0GIudYPXWYnF1NutG0AmtXcViqH9R99F++t12vP7Pi/g66EkJCtbUvMek1sLt8IYth1Y1uOdJC\net8lu1te8c5IVS+aLIoc00amw+MTseJnt0GnEdDk9tH5wAgW/Kx/ef9JRZibtPjp8viQN+JGzN34\nmeKcf+BzUlJR60Bmn1i8OHWYnEEx+ONur4gdpRUAICckqmp0oXecEW8tGQuPV4ROK0ArMLwyPVvx\nb9pdJteb2pj3kdc+xe7H7wgZ34oih8PjCylFlhJrwARrKnJt6RiYYgbA8Md/fSVvXiweNxAxeg3O\n1tpxU1KMHFIdLrrskt2NfWWVKDvfgKJZNnn82uT2ITXWgOenZLXpPuipSYe6cjJ4A4DygLcrAIwK\n9xrOuZcxdhlAUvP7DwV97g1q34QxtgjAIgC48cYbr8uFt1d7Jibhihm35WtIn1vV4JKTyVQ1uPHM\nPZny21LY55b5o8DhLwyfYjHAYtCi+MBJLL93SNjQkopaB3RaARmpFuwrq8S+sko53GXWf/vDWsLV\nNApeRa+odaDG7oZeK6Cm0Y25Gz+TPyal/c1ItUCvFdAv3tTuOO3uupUfCe2VkPbo6W22rX2JV+Rw\nBZTEkcSoLJB5fCKWTfRnelSrLZeWaAIHYNAK+M/tV2ps0fnA66Oj2mzwc/poeR1eeO8ESubngHPg\nZGUjksw6NLk1EBgUr00w6eD0+FTbwoXLTjD424Pax6Uak9JZ1HiTFm/mj0HvOJWFA3OYf5OI1d36\n2HDjVYfbh77xJtQ53PB4RZy77IBP5KhudKN/kr9epsvrP/tnMWrwxPhBigniytwsJJj0mJx9AzYd\nPI1+8RmKI00rc7Pg8YkthkdL1yFlHy2aZUNKbPsW2MKN07uzrixMpPY/H1ysI9xr2vK5/ndyvoFz\nPoJzPiIlJaWdl3h9hMt02Z6JSWtfI7DuicPjlW8EtcxJc4o/w+lqO9Z9cAprpg/Hk+Mz8OjWI8i1\npWP7p/4DuTsXj0HRLBsmWFOxZvpwOZzE6+O4WO9E8ZyR2L5oNF7Iy1J8fWklNHALfe2M4dhVWh5y\n7X3ijdh08DTOXXaqZlP7vqYJeq2giNNu6/9hd93Kj4T2Skh79PQ229a+xOMVUdfkDumn1ELfGWMo\nPnDaX+sq3qiaFe/5vWVweUVsnJsj1xi8Jdnc7VegI0FHtVm151RKrB4GjQBN846CwAAO/7nR4BBS\ng1YT8vx8adow9I03QiMwuH0iXpmerfj4+pk2xBo0OPTLu7Bz8RiUnq7Gd9VNEDmnttJDdLc+Ntx4\nTacVcKbGjvJLTfjhUhMe2nAI/7HqQzzz5jE0unyod3jwwntfo7zWgWPl9fJEELgSEr3wxzfj2V3H\n5ZqEKRYDimbZsHrqMLi9ImKN2pB7aM304dhfdlF+u3ecEe88dgdK5uWgN4XaA+jancEKAOkBb6cB\nOBfmNRWMMS2AeACX2vi5EUMt02V7JyYtfQ0pPvulf5xAri0dg3pb5JWRcFvmyRb/6sqaD05i2cTB\nqKh1oF+8EZbM3orD62umD0eMXkBVowtrZwzHu8fPIefmJHk1ZufiMeorofNyUNngQpPbB58oYvbY\nASg736BYwSk5eBq//elQaBhQNMum2L1clZeF3nFG9DLp5aQx2xaMwh8Cai619H/YU7fyCSGdq619\niV6rAecIyX6XGqvH+pk2+UxLWqIJaYlGzB47QF5Im2BNxeZ5OWAM+OZio5ww5Jf3WTErKLHM4N6x\n0GpbX8dtS9Iycn0FP6cnWFPxxF0ZmLbhkOLZdnOyGVotU4TG7Sotxy/vG4JfbD8mh7B5fP7wzuA6\nk395+HbEm/T4vqYJBX/7AlWNLqzKy0KcUQtb/yT85p0v8eeHsxXXRu2BdBa18WrRTBvAge9rmmDS\na+Ta1oB/TFp+yYGCd77AqrwsOD0ibkpSP7KkaU6CmGDSIcViCKkZuH6mDYkxAl6cOgy944xocHrw\nyr9OYvbYAahzuPHk+EH425EKrP7nSaQlmrAjf4z89aP5HunKyeBnADIYYwMAnIU/Icz0oNfsBjAb\n/rOAeQD+xTnnjLHdALYxxv4IoB+ADACfdtqVt9P1mJiE+xoAcKHeiZf+cUIeXKRYDFiV56+30sus\nl8tGSCmq0xJNMOm1cirrR8b0R1qiCUadRn4fcOXg7fZFo/H6wtH4y/6TGG/tLZ/nA6BaKLmq0YVv\nKhuRX1IKANi+aLSczfSmpBj4RA6nx4fh/ZOgYUDveBNSYo2KTKAmvQZxBh1OVjUqO5RZtuasqIL8\nfxjuBu6JW/mEkM7Xlr4kwahFapwB//nG51iVl4U+cUb4OMeFy04M6mPBG4tGw+nxQcMYGJgiokI6\ny1I8Z6Tcb6YlmnCm2h6SWGZH/hg5XXo4PbUwcqQTBIaMFAt25I+B1yfC7eNyZm3gynn57YtGw+vh\niDVosWX+KGg1DCL3BzdVNbrkNlA0yxaScv/pN4+heM5IedFWsnTncRROHgqdhskJ4yTUHqJHJExo\n5Ozuj46F3e3DmWo7/utvX+APU4YivZe/7wqe6CXE6OQjS0t3HgkbPq/XCiieMxKpsQY8OT4jJPJt\n8ZZSvL5wNDSCgDc+OYPh/ZMU/euq97/G7LEDkJ2egKPldeDN91203yNdNhlsPgP4OID34S8t8Rrn\n/EvG2O8BHOac7wbw3wBKmhPEXIJ/wojm1+2AP9mMF8BjnPOIzgxyNRMTtZs68GtIjdfu8iLXli7f\nFBW1Drx95CwevytDPqAemIL61/cPgUYQsHrqMHh8IpJj9ViVl4Umt3qcd3WjGxfqnTj4XU1IXcDA\nGoaB3+fF908AuBKrXdXoQrJFj3qnB49vO6qY3Enx2qmxRsX3Vkuak19SqkgaE+03MCGk64kix/e1\nTdAIDCmxeogccj1XKVQ+2aKXU6X/8cFhqn1tk9v/GJMy3P3mnS9DXuP1ia1eT1uTlpHrSxS5vIC5\neuowAFAkvEgw6VDn8ECvFXCx3qXYLV4/0waLUaPYLZQyKgYK3B0Jfn+MXgONwPDqIyOQbL7ye6b2\nEB0ibTzk9PjkyIbs9ATEm7QAGHwiR/GckXh5/0m5hmasUYcnx2fgL/86qQiff2zblRrXRTNtqLX7\nE3KlWAx4cZp6P3quzoEHN/jTimwf0kd+f2ASmYJJVhTuKZOPGkX7PdKVO4PgnP8PgP8Jet9vAv7t\nhL/IvdrnPg/g+Q69wC7UlptaarxSIffAm2K8tbdqiYcd+aNR0+hWFJFflZeFt4+cxcIf36y6EhNn\n1KLBqcEr07NRa/coXnO0vA6bDp5G8ZyRuOzwICXWgG2Hzsg7kGumD4dWw7B1wSjE6DX+sJaAQrrB\nk7tAbUmaE+03MCGk69XY3ahudOO1//sdfnnvEHkiCPj7pCVbj2DrglFYMz0bTW4fzlQ3qfa1SWY9\n3nnsDlyod6LR5UVVo0vxfdIS/XW5WkPZlLtGncONC5edWD11GJKbk7lNsKYqQoLTEk3YumBUSAmJ\nxVtKUTI/BykWnVyPUiMw1XbCGFTf3+T2IbNPLPoEJY6h9hAdImk8VGN3ozIgO+6K3KGobfIqEsKs\nysvCC++dQFWjCwYtwy2p5pDw+a0LRoEBOHfZCYtRK4dMV9Q6cL7O0WKymHD/lhZaAo8aRfs90pUJ\nZEgL2lLbSmq86z88hV5mZZ2WcGcFPT4eEgq6dKf/UK7T4wtJZLAqLwu/2HEMy9/6N1weEb3MOqyb\noXzN7LEDsGznceSt/xgz/voJ8kbciO2LRuONhaMhMKCy3gW9hmHK2oNy7a1n7slEdnpCizdbW5LG\nRPsNTAjpem6vD8kWPfaVVUJEaAhURa2/vE6D04ulO4/j5f0nVZPG/H7Pl7hQ70R+SSleeO8EVuYq\nEyGsn2lDqqX1Qd31SFpG2kcUOc7XOVHwzhd4cMMhzH7tU/Qy6/Cr+6yKer4Fk6xhS0RU1ruQt/4Q\nfCLHjL9+gvJLTaq1ArUCw0vThoW8/6akmJCJIEDtIVpE0njI7fXJx4gAwGzQhSSEWbrzOP44bRgK\nJw8FB+Dx8ZDw+Rl//QSnquzwiRz1Tq/i51u975uQPnLdTJtqLc2Vuf5/S6/rl2BSbK5E+z3SpTuD\n0ait8dxtuamlxisV5QzcUpcy2AWvmGgEptiZk77uZYcHees/lhMZaASG76rseOG9E/Lrnn7zGAon\n+2O+t8zPAcBw4mID3jl6VhEC4/T48PSbx7DiZ7dh+Vv/xtoZw/Hc7i9DdimDt+mDtSXxTnctIUEI\n6b6C+3GTXgMOf+iTXqOe/r/G7pYX6SpqHRAY5EQhdQ6PnDRm0Y8HAvBHXUhnrW/sFQOthqFfnLFN\nyWOuR9Iy0r7zVzV2d0hB+HkbD2PrglHyRPCZezKx6eBpLL1nsGob8fhEebJYMMkKo06D3/+9TNFO\nXnjvBH59/xAkmPV4M38MPKIIDWMw6TVIMKlfH7WH6HC146GOOGeo12qwq7RcPkYUbgFEEBhuTjHj\nX2UXcOeQPmHDn6WzsmqRaRvn5kBggMgBo47hTw/djssOD3qZdfjTQ7cDAJ7fWyZHrL36yIiQRZNo\nv0doMtiJ2hPP3ZabOrDx7iitQGKMFlsXjEJdk/8mCM5gtyovC09sO4qqRpd8rk+6OaQdRymeetPc\nHEXtP8B/U96YFINndhxDRqoFj911C3aVloeEwKydMRwb546Eofmgr08Usa+sMuRrBW/TB2tL4p1o\nv4EJIddfS4MjtX5887wcODw++SxLcEbRtTOG45V/nZSTdVXUOnDushOFe8pC+viUWIP8mqpGF1Ji\nDUg068IO9NVQNuVr197zV26vDykWg2Litv7DU+Dc/3tdPG4gNh08jdljB2DV+1+HnLVfPXUYDDpB\nThgjtavAhDKA/2v1jTci1ijAYmhbWnxqD9HhasZDHXXOMMmsx89/komX/nECBZOs0IYJeRYYw/6y\n8xgxIBnfVdnDhn1W1Drg9PhC7pu5dwyAV/ThcpNXTm4onS+saXRjzQffYtnEwfjDlNvw3ANi2LYf\n7fcIkzLpRIMRI0bww4cPd9n3r2pwYcraAyENXS2eO9wNmpFiQa3DIzfWRJNOfpsxhmlFHyPFYsDT\nEwbh5hQzfCLgFUWcqW5SHNZNSzTJO3OBE0PJB8/8h1xIPvBaX184GtWNLiRZDPjDni+x/N4hIVnN\n0hJNeHHqMDy04ZD8QFN7zY78MaohLe3VgdmzurQX6Or2erX6L9/boV//zIr7O/Trd2Nd/tTqrm02\nUGuDI7V+vHjOSLncDgBkpyfgyfEZSO9lwqkqO/aXXcSU4TdAKwjwiiKW7vRnfZYKzwcmEYk3aeH0\niHD7RMQatOgXb2rTbmA3FbFttj3PawC4ZHfhxIUGxe9zVV4W+ifHwO7yAWA4VdUoLwBISWWSzHok\nxOhR1eCUP1cywZqKx+7MUCTRWD/Thr9/XoEHbk9rc5kRct1EbHuVtHc81N523h6B12IxavDDJafi\nzODaGcORHKuHx+sPi06xGPDcT62otXsQo9egye1DolmH3+0uQ1WjCwWTrP4SLPcOAQeg1woov9QE\nn8gVWXeln6FgklUuLh/FeSTa1GZpZ7ATtSeeW22VItEUWmohcJBytrYpbN2VwImg9H0zUi1yqt2j\n5XWKh5NBI2Dj3JGYU/yZ4sYt3PMl9pVVYufiMdhXVolHx92i+jOxgH+vePcrrJ0xXE5oE26b/mpR\nCQlCyPXSWhIGtX48Rq9RvO9oeR3mbvwM2xeNlnd1TlY24k8P3Y7/fONzefdI5BwrfnYb0nvFAPCH\nMkl1VItm2RBn0uJigzPqVqkjQXvPX3lFrpjMSWei1s4YDg1jqGxwKRK9SQnUAP/iq04jhHy/fWWV\neO6BW7Fl/ihUN7pQY3fj5f3fYPbYAXh5/zd47oFb0TfeRO2CyNo7HurIc4bB15KZovGXVRE5tAKD\nTsvg8XI5hDTFYoDLI8oLa9KOeUqsHr/96a2I0QtYes9g1Dk8qGxwYUjfWCzdeRyrp6pnFU0w6RQ/\nTySU3YhUNBnsRO2N5w6+kdRKLSzcfBhvLRkLBgYf51g1dZhc10ia3Dk9PqyaOgxL3zym2Bn0iRyv\nfvQdZo8dAAAh4Z4vTRuG1xeOglfkEDmw8t2v5HBP6WBwZYOrxWxOgP+B9psHbsVbj46Fxxd+m54Q\nQrpaa4MjtX483Bnt1FgDimbZsL/sIu69rS84gCfHZ+Ddf5/HeGtvJJh0cPpEGLQC8tZ/rOjb80tK\nFREWVDKnc7XleR04uASAFItB8exNMOmQGKNH4Z4vUdXgxuppwzDBmopcWzr6xRth1Pl3P0QORXhw\n4PcTOTCzOT2/REqN7/KKOHGxgdoFuWqdlXdBFDlOVTdhYcmVzYz1M204fLoad1n7YufiMYg36bDq\n/a8V/eDTbx7DG4tGo+Tgafw4s3fIkSS1LPfSz9DLrEd2egKqGl3QaYWIKrsRaSi+oJkoclQ1uHC2\ntglVDS6I4vUPn5XiuQMzH7XnfFu4QUqTy4cpaw/gxy98CLvLKz+MnvupFXqNAJ/IUX6pCX/4f27F\n6wtHYefiMdg8Lwc7D/+Aydk34KMTF1Ew6daQ4p0/33EM31bacaa6CZxzxbk/qb6gdEA4OKuZlLVJ\net/Ji41gjOGGxBikxLbtnAMhhHS21rLKqfXj6b38A5sJ1lQUzbJh5+IxKJmfg3qnB33ijHjsrltw\n6FQVTlxoQC+zXj5v/eCGQyh45wtUN7qREpQltKLWgWSLXv53cDZp0rFae15L4cRT1h7AHSs/wIMb\nDmHZxExMs6XJz14A+LayEUvuvAUAsPfYOTxx1yAcOVMDkQNzN36GyWsOYPZrn6Ky3oltC0eheM5I\nbF80GsVzRuKV6dmod3pUn/t94ozwiZzaBbkm1zouDRQ4jq6sd+JcbRN+uGRHZYMTtU0ueSII+Nvw\n3z+vgK1/Mqa/egh56z/G3I2fyQXhJRW1/iz4D+bcFDJGXbL1CBqdXhh1QkiW+5W5WVj1/tdYNjET\nm+flQCuwVjP0RzPaGUTnFeq81gOq4VZwTlfb5YPrUomJZRMz4XD7FNvt/pTU/hVo6WbZdPA0lt87\nBNWNLtUHTozePwDSMOXhXymL03MP3AqBAdsXjQYA6LQC6puLzEvXJ51JfGV69jX/HxJCSEdqLQlD\ncD/OGMNvd3+Buwen4snxg0KSdr3w3gmkxOrx+F0ZilD5lblZqGpw42h5HRZvKUXh5KGKpF1piSZo\n2JVnw/UK3SJt09rzWi2ceOnO49i2cBTO1jpCnr3LJmai3unFX/71TchZ+4paB179/77Dk+MHhYTI\nOcLsOifE6LD76FlqF+SaXK/EKYHj6HDnoaWdc0neiBsxd+NnivtAyjQvhVCnJZqg0zD4RPWSPTqN\ngKffPIaNc0fi9YWjcbHeiRq7W86DUXa+AW8tGQuHO3LKbkQi2hlE22r6XS9S6OfV7JCpreAUzbTh\n3X+fxzP3ZKJwTxnqmtxYmZuFPvFG1fMLgSvNz+46jlxbOi43x1+rrYY3uX1ocvtg1GuwfqZN8b2f\nunsQescaodX4J4x6rQbJZgN6mfUonDwU2xeNRsEkK158319UlMo9EEIiXeDg6MCzd+LtJXcoFgYD\nQwMFxiAwYP6Pbkb2Tb1CCokv3Xkci8cNRK4tXZ4ISh97dpf/Y9LbNyXFhERYXKh3ytdFJXM6n/S8\n7hvv/72cv+yQI4fCReoIjKk+e/vEG5Fg0iHXlo5LdnfI5+ba0kPaz9NvHgNjLOTZuzI3C8/vLcOg\nvnHULsg1u5ZxqSRwHL143MCQe2DxllI8OT5D8TkaganeQ9LCmxQK6uMcjEF1jJoaZ8CW+aOwm5zF\n7gAAIABJREFU9M3juFjvRN76j5FfUqoonebxilFfR7A1tDOIzinUeT0Orqqt4GgE4N7b+srb5+cu\nO7GrtBy/us+q+jP5ArLHSjddZYML6z88hZemDcPPd1xJzbsqLwsxeg3MBi18PhE+UcSKn90GnUZA\nncODZLNeNaFNRooFfeKNVO6BECLrTof3wyVhUIsikXb/fn3/kFaTGIT7mJRivXDyUDmLXkqsAS+8\n97X8cepDu0a4yKEki151xy5cPTXGGPol+Gv9SmfuA18XmFwm8PN6xxlg1PnLNDW6vKhscClqUlK7\nIJEgcBwt1VMNFLjgJd1Heq16TdZ4kw7/u3QcNAKDRgBcHhG7Pz8XUi5tZW4WfrH9GJbfOxhHy+tU\n7ytpwkdlyFpGk0F0/AHaaw1DDR5E+ctJ+G8+nVbAgBSzfO3rPzyFZ+7JxIV6p+rPdOGycqU5JdYA\nj09ESqweiWY9Xnk4G7EmHfQaAVoNQ8UlB367+7hcm3D1vm/k2oQ78seEzboXzfVaCCFKnRWK39HC\nhQYWTLKGHYhIybTCfUyaUK794FuMt/ZGDPzPnUSzDs9PycJzD1Af2pXCRQ7tfvyOkMFl0UwbdBr1\nemrVDS5s+OgUfnWfFRs+OhVSLy1cApmL9S45idDKXP95fOkZ3C/BdN2ychNyLVjAUSKpXwtuyzqN\noFjw0muZ6gRv1ftf478mWXHyYqP82nGDU9HLrEPJ/Bz4RI4Ll51y1JnUx0q5LALvK2nCF+11BFtD\nk0F0fOHy1lKVtyR4EDXBGnouZduCUfKNd7S8Du8cPYv//EkG1s20KWq6+EtMfAPgyvb7mn99i4Pf\n1WDN9OE4cuYShvSLx+zXPpVrEAbezFIsd+GeMrz6yAhomPpqt9vro3IPhBDZtfSBkSRcFEm/eCMa\nXd6QgU3gmcHg/rhopg3JFj3eWjIWjU4vDn5Xgx2lFfLzJ9FEibYiQbjfucPtQ2bvWLy1ZCxcHn9G\n0Of3lqGqwY0/P3Q7nnrjc/l3vW6GDYlmLR678xbEGAQ8OX4QXt7/DQomWZFk1iMl1oDj5ZdC2siq\nvCysfPdr+XsGP4NpIkgihYZBnoit//AUVuVlKc4MvjprBHpb9BCYBV6Rw6gVIIpAapweWxeMQlWD\nv3TKpoOn8cRdGai1u0PO3To9IqYWXcl5kRKrx7KJmXjhvRMAruSy2JE/BpzzkAkfjUvDo8kgrt8B\n2nCuJQw1eBCldq7gD3vLUDTLhvwS//vvva0vphUdwtibk7B5Xg4u2d2osbvx988r8Mv7huDX91vx\nXZUdz73zpRxX/di2IyiYZIVXFFE4eShuSopRvebBffwPv2SzocUteUIIkXRGKH5HE0V/PazgPm+C\nNRUiB4oPnMbTEzLllW8O4IYEI1ZPG4bva5pQcvCMXF+wye1DnwQDksxGAECymdOKdYRqLXKoptGN\nC5ed8sAVAAQGvDh1GFJiDfihpgm/eecLVDW6sHbGcJyqtKP4wGnk2tKRYNKhxu7Gho9OYek9g7Hz\n8A/YODcHDU4Pki0GPPn60ZD6wEP6+Mcq1EZIJBEEAZsOnlbUUH1x6jD0jTei1u5G3wQDTtU0KRLM\naAUBXlGU74cksx7L7x0Ci1GLn609GBKBUTIvR3772V3HsSN/DJwenyJh4c9/kkmLJFeBJoPNOnLF\n4FrCUIMHUWqx2PvKKlE4eSjeeXwsHG4RXh9HwSQr4oxaRcYyANj7xUWUzM9RZK0Drpxf8Yn+dNdF\ns2yq12zSacDAcP6yAzqtgM3zcuTvQTHYhBA1nVXL6lq1dK6xxu7GH/aWhYQhSZkhCyZZMX/T4ZCf\nsWTelf52R2mF/LGPlt0Jp7tJ/j60Yh2ZWoockhZrg4texxp1qKyy45k3jynev2TrEZTMy8G+skpF\nqSYAeOKuDAzvnwSdhqGuyQOAy4NcSVqiCSa9ltoKiThJZj2eunuQvCkRmOgo15aOlFiDfA8VTLLK\nk7tZzeNH6X5ISzThjUWjVRcPNRqGolk2JJh0qHN4oGFA/yQz3l5yB0RRhI8DnPv7cFosaR+aDHaC\nawlDDR5EhY3F1go4f9mpuBHXzRgeksq3otahurqdlmhCeqIJaI77Dhd73ejyhkz+dj9+Bxzu0MFT\nd0oYQQjpON3h8H5r5xrdXh/2lVUiwaRH8ZyR0AoMeq0AnYahYJIVGakW1QGMyNXPC56qbMTcjZ91\n2/OT0UIQGDJSLNiRPwYMHAJj8IocFXVN0DKGFIsh5LmsYSxsQhgfD7+7LB3NSEs0oWiWDcVzR2Ju\n8WeKox6JzUmHCIkEgeO8RJMOq/KyIDCGOodHkejIx68kVkow6ZBiMYAx9WyiYpgIjLomT8g9khJr\nRJJZ3yPOpHclKi3RCVpLVd6SwHIS2ekJ6BWjD0kz/eojI+D1cXkiCPhvqEe3HglJ5ZuWaEJ1oxtF\nQV9jVV4WnF4RqRYDXn1kBKoa/RnLCicPxYfPjMNbS8aid5whpDbSws2H4RMRkpI4uCDvlLUHcOJi\nA0SRgxASXa6lD+wsrZUY0ms1mGBNRa4tDXM3foY7V/8vfvf3L3GxwY3CPWU4WdmomrpcIzCsnjpM\n7sOL54xEyfwc6DQM2ekJId+HRBZR5DhZ1Yjf7v4CFxtc+K7ajgc3HMKPX/gQ0zYcwq/uG4z9ZRex\nMjdL/v1XN7rlmr+BJlhTwRjDpnk5KJ4zEtnpCfLu8mPblKVH8ktKUdPoRsEkq1ym6eX936C2OVmG\ndG1SkW+p5AUhnSV4nDdtwyEAwIp3v5bLO6QlmnBjor9m6s7FY1A0ywajTsCyiVcSHQaSEmu9NG2Y\nYoz66/utIeV58ktKUdN8DIoKyl8b2hnsJIFhqO3ZMZMGUbsfvwPn65zI31KKFIsBhZOHYkCyGbEm\nf5hVvcOrusLSP1mZynfdjOEAAB/n8tmWOocHL7znz8rUUibQs7VNbT7301MSRhBCro9IP7zf2rnG\nJLMeBZNuxcOvHlKc4ZYSfqhFU2ycOxJaDYNRp8HWBaNQ7/QqEoSszM2SV8+70/nJaCGKHBfqnVi4\n+TAKJllRa/cozgZW1Drw8x3HUDh5qLx4mtnHApdXBAPD1gWj8PzeMuwrq8QEayoevysDswMia9bN\ntCHepAXn6snYGCAX35Y894BPvjbaDSGdRW3cqjbOKz5wGqumDkNNowtNbh/SexlR2ehWJNZaO2M4\nig+cRlWDG6unDsPTb14pafanB2/Hc+98CQAonDwU6b1MOFVlR71TfYwr9Zvd/Ux6V6PJYCe7mg5c\nEBh8IpDffDNV1Dowd+NnmGBNxVN3D0Jl/ZXDs8GhSJwDJfNy4OP+VLzxMTo89frnWH7v4JBzgwDC\nZgIVRQ7WvLJTY3cr0lurnfvpCQkjCCHRo7VzjYLAwLmyhlzgGe6j5XV48f0TKJhkxeA+sThX50BN\no1se6BTPGRkykQjMDtnS+UkKue980rPa7vLKZ+oB9UHnwFQLXpmeDZNeg3N1TsXAd/1MG/5rkhUa\nxvDghkOK3/+jW0qxI38MtGHKUSRZDMhOT5CTyCgS19CCK+kk4catcUatos1mpydg9tgBmFN8ZcFj\n64JRmFP8iaKdLtnqT1iYX1KKFe9+LSed6ZdgUiRNmrvxM+x98kcAAIuh5f65O5xJj2QUJtrJ2rKd\nrRb6oTa5yrWlI7+kFDF6DV7ef1IRpiLtAj694xjuXP2/uPuPH2H5W//GV+cbcLS8Tj7jIJHCl7wi\nR2WDUxFuInUE04o+Rt76j1G4pwzP3JOJCdbUsOd+pIFVILo5CSGRKjAkH1Av9C4ITNGvBfejR8vr\nsKu0HBqBoW+8yV883uIfmMfoNaoTiVtSLCiZnwMOrhrmRyH3XUN6VktZs+scHjS5farPNZNOgxsS\nY+ATocj2nWIxoKrBBc4B3vx2oIpaBzjnSDYbQtremunD4fL6sHraMEyzpYW0R1pwJZ0l3LhVqi0o\nWTxuoBwZIb2uqsGFiloHstMTUDTLJoc8W/vGYvui0Vg8biDWf3gKT795DC6vqMieO8GaCjSfpf3F\n9mNYlacc4xbN8p+hbUvfTVpGO4OdrLUOPNwKTO+40IK00gH1OodHPuMXmLo8yaJXpNyVal4BUNSB\nkdL8KmrCBOxWqnUEUlrfcCl8u0PCCEIIkbSlxJBOYHhp2jD8fId/t29XaTnWzRiOR5vPskywpuKJ\nuzLwUPMOUGAoaLjkXz9camoxkQztAHUN6Vkthf9uOngaS+68RbV+mtoELTs9Ac/ck6kIG5aewcE7\nfVLb25E/BlUNLsQatVjx7lfYV1Yp16Rcft9gJJiutMfukqGXdH/B49bs9AQsHjcQAFeUNVNLmlRj\nd2OCNRWzxw5Q3AtrZwzHine/RlWjC6vyspASa4Bee2WHXDonOOOvn8gRcW8fOasol/bnf36Dn/8k\nE5m9Y6mg/DWiyWAna7VmUZgH/1tLxoZMrlJjDSGZP/NLSuWHzp/+cRKFk4eif7IZBq2AJrdXnhxW\nNbrQO86IHflj4PL6MOu/QxPDSIONcBNYznmrZx3p5iSEdBetnWs06ATEx+jk89ZNbh/iYnR4M38M\nPD4RGiE0FFAKBVUrxBy4QBdukkc7QF1DelZL4b+Lxw2ExaBFaqwBJfNz4BM5qhvdMOiEkM+pqHWo\n7pIs3XkchZOHKib/0kRSCkO+UO/EY9vKlIkytpTi7SV3KJ6ftOBKOktguw5e5JhgTcW2BaOgEZi8\nUxjYX+0qLVdM6oDQUNGlO4/jrUfHoleMHjvyx8DrE6HVCBCDwvLHW3uHlEsrO98g95m0OHb1umQy\nyBjrBWA7gP4AzgCYxjmvVXndbAD/1fzmHzjnm5rf/yGAvgCkFjGBc14Z/PmRqLUOPNyD3+MVQyZX\niSad/LWkw+v9k824WO/Eyne/xtHyOuworUBaoglvL7kDNydbQiZn5y87UFnvanGwcbUrkJGeMIIQ\nQtrD7eOYtzG0luBbS8aib4I5bJKtBJNOXoB769GxcHpFCAx4YltoUfHgSR7tAHWNwGf10fI6FO4p\nw7YFozCt6FDI70IajAZ+jlpN4IpaBwammHHg2TtVF0il97Vl8k8LrqSzBLbr4EWOfWWV8oRMbXz7\n1N2DIDD1s7aB53A9PhFarYB+CVfCTqsaXIq+L9w9RQtj166rdgaXA9jPOV/BGFve/PazgS9onjA+\nB2AE/OH2pYyx3QGTxhmc88OdedHXQ2sdeEsPfmlyJSUTuNjgRO84A95aMhYerwi9VgNRFPFQc3pf\niXSzqE3O9FqNfA4i+HsyxiCKnFYgCSFRTepzHW6fvMsnTeKkxTogfP+dGmcICauvanCpFhWX+l3p\nddT/dg21Z3W4cLkmtxdVDf7flfQ5Lq/6c1WrUQ54AyWZ9XC4vW2e/NOCK+kMgfdCkzt8Vk+1eybR\npENlo0u1Tdc1l0kJ176D+75wY1VaGLt2XTUZnAxgXPO/NwH4EEGTQQD3APgH5/wSADDG/gFgIoDX\nO+cSO05LHXhrD/7WspEGr6QALd8sSWY9bkqKCQlfWjdjOM7WOuD0+NA/yUwrkFGs//K9XX0JhHQZ\ntT43sCREYP+aaNIpztBIoaCcI+R8tVpfvzI3C7/d/YV8DkYQGO0AdaHgZ3Xg81XtTKD0LE6JNcDr\nFbF+pi0ks2iqJfzkTRAY+sYZVT+Pis2TriTdC1UNLWfuDC6jduJiA176x4mQsjtSiHxLi1tS3/fW\nkrFocvlQ1eAKKUVBC2PXB+O88zOSMcbqOOcJAW/Xcs4Tg17zDAAj5/wPzW8XAHBwzl9sDhNNAuAD\nsAv+EFLVH4QxtgjAIgC48cYbbd9//31H/EjXVUtpxKsaXJiy9kDYMJWrKV0hihx1Dv+qt9sn4kx1\nE17ef1I+2JvZJxa9zFG5+tjpo61IbK+RNhk8s+L+rr6ESNUls4NIbLPXU7g+VyoJIfWvAOSBzyNj\n+qNvvAkGrQCTQUCiyaDa/0p17M7VOUJK9kRJgphu1WYDn6/S77+lZ/HZuia4vBwCA0QOGLQMNyTE\ntDiRr2pw4ddvH0euLR0JJh3qHB7sKi3H81OyoqE9RLpu1V47QnvGmIF9p7SLnmTWo5dZD5NOgMjR\npsWtcF+nX4IpbBJDImvTf06H7Qwyxv4JoI/Kh37d1i+h8j5pwjeDc36WMRYL/2RwFoDNal+Ec74B\nwAYAGDFiRLfIxd3SzmFryQSuZhVZEBh6mQ04625SJJIBgKU7j2P7otGA+Tr8YKRV3bG9kujW09ts\nuD53SJ9Y+ZyMFJUhDZD2lfmPsEuTg5YSbXHOkbf+45CvT+dgOs7Vttm2hssB/mRwD7/6SdjJYjhu\nrw/7yirlNiSRis2T6BNJfWx7xpiBfefR8jrkl5QCALYvGo2n3zzW5gWvcF/nwLN30kTwOumwySDn\n/O5wH2OMXWSM9eWcn2eM9QWglvylAldCSQEgDf5wUnDOzzb/3cAY2wYgB2Emgz2NXqvBBGtqyKph\nYBho8NnC85cdbZoU+oIyNwH+h5uPU9FjQkj0EUUOxhh2Lh4TsnNn0muRZNbL/WK4/tPh8SnOAAaj\nBDHdS2vhcjqNgMoGZ9jzpa1N8qk9kEjX1rOqUltOsRiweNxAueyZlCXU7fWHfgaPK4PHmzqtQPdE\nB+uqM4O7AcwGsKL573dUXvM+gP/DGJPCRycA+CVjTAsggXNezRjTAZgE4J+dcM1dSro5RFHEk+MH\nhZwn0GmAs7VN8g0FoN3hokad+kPIqBXa/bUIIaQ7C3dWcNPB03jq7kFIMGoVHy+eM1JxnkwKZXJ7\nRZypsaN/kplqsnZToshRbXfB6fFBwxhMemU2b+n39sr0bHxfY5frUKqdL/WJvMXFAWoPJJK1Z2Mg\nyazH5nk5qGl0Ke6JPz14OyZYU+ETuRz+KbXzjBQLTlY1Ktr/5nk5dE90sK46M5gEYAeAGwH8AGAq\n5/wSY2wEgMWc8wXNr5sH4FfNn/Y857yYMWYG8BEAHQAN/BPBX3DOW42hGDFiBD98uHslIJXO852v\ncyJ/S2nYcwrBtYt6xxnw01fCny0M973CFbxv79fqIbp0phsp7ZXODHYbXb4yEylt9noId1aweM5I\nrHr/azx19yA0ufyr3HUOD/aXXcSU4Teg+MDpkALLrZ29juLIiy7/IVtrs6LIceJCAxaWHFb8PnvH\nGXFjYgwqG13ymU+zXoPlb/077PlSaTGhtfN/UdweIl2X/xK6so/1ekWcqGxQJMhqbWOgst6Jn607\nGHJPvL5wNAr3fKkIh05LNGFH/hhMK/o45PW7H78DPhF0T7Rf154ZbAnnvAbAeJX3HwawIODt1wC8\nFvQaOwBbR19jJJAmZxcuO1HwzhdyXRa1UKQYvUb+98LNh7F90WjV14miqLotD4SPBT9/2UG1XQgh\nUSXcWcFLdrdcWytwEW5lbhbePnIWzz1wa0jh+dbOXlOJgMhVbXfJE0Hgyu/zxanDEGvUKc58hnvu\nZqRaUDDJKu8Qtnb+j9oDiTSiyHHuskOeCAJXxpstbQw4w/SjnHNUNbhD3u/1ierh9m4fbkiMuY4/\nEQkkdPUFkPBq7G4s3HwYMXqNfHPUOTxIS1TWKAqs1wI0T/o4R/Gckdi+aDSKZtmQnZ6ACdZUVNvd\nmLL2AO5Y+QGmrD2AExcbIIpXdoelh9ANiTFIifVnwJPivoO/J8VrE0J6qnD9ntTXBi/CPbvrOO69\nrS98ovrZQbHHpdaJDk6P+mDWfy5fhE/kSEs0ITs9Ab3MetU2c7KyEfklpSGlSAjpLmrsblQ2uNq1\nMSCKHAJjqveEj3Msm5iJ7PQExfu1GoHGm12AJoMRTFqZDpwArv/wFFbmZslvSyEr6z88JX9eWqIJ\nIgcK3vkCD244hMI9ZVg2MRO/us+quqpTY3eHfvMA0hmGwO9J8dqEkJ5Mrd9bmXulr1VbhBuQbA47\nmNFQSFO3pAkzmP2hpglekeMPe8vwyvRsLJuYiVXvfx3yfF4/04ZdpeXy2/TsJN2R2+tDjd3d5oma\nFNl2vs6JVXmhY9YLl51YuvM4nhyfIb//1UdGINVioPFmF+iqBDKkDaSVaWkC+Oyu4zhaXodNB09j\n24JR0AgMOq2ARqcXVY0uAP4bp2iWDc/vLQsJa9k0N+eqwj2p6DEhJNpI/d6O/DGoanAh1qjFine/\nknd3pKLJkrREE2IMGnCRhxRYXpmbBQ11l92SSa/Buhk2PLq1VPH7fPH9E/jzQ7djX1klHhnTXz4r\nWNXgRsEkq1wHLdViwPNTsvDcA/TsJN2XXqvBrtLykL6taJZNdaImRbalWAx47qdWFE4eihi9Bk1u\nH0x6DX632z9GHZhqwYFn71TcGzTe7Hw0GYxggVnFXnz/BAonD8WAZDNiDBokm68UMU42c8WNI4pi\nSI2iiloHBEE9FXZbtt/pDAMhJNpIdQAnrzkgZwid/6Ob4fGJSLboQxbhks0G1Njd2HTwNAomWeXy\nP1LSENL9JJj0cHl88mC2zuHBi++fQFWjS94F1mmEsHXQtFqBnp2k20sy6/Hzn2TipX+ckBc7UmMN\n6BdvarHGYEWtA7/bXYYX8rJw2eGB2yfid7vLrpTo0WlC7g8ab3Y+mgxGsLaukATfOFUNrrAlIig9\nLyGEtJ0UoRE4yE9LNOGlaberDoqkQRP1sz2DIDCkWIy4FOcJyaIohbRduOykOmikR5PGo89PyWrT\njl1gvcyj5XVYtvM4lk3MlLPhU78YWWgyGOGuZoVErU5R0SwbUixG9I5jtP1OCCFtFK7uW+84A/q5\njW3Oykz9bPel1QoY0idO9Xea2TsWveMMKJppQ/6WUhrokh6rPePR4H6zqtGFlFgD3swfA5Fz6hcj\nDE0Ge6DWBiO0/U4IIW3TYn9KpSKiRrjfqSAw9DIbkGDS0wIAIc1oUax7oclgD9XdBiNUZJcQEqm6\nqj+lfrH76Ow2Qm2DRLruNg69Gj3lPqTJYJSKpAYspSAODsPK7B3bLW8qQkj06Ki+lPrFnuN6txFq\nG6Qni6TxaUt60n1IdQajkNSAWyo+35mkFMTtrX9ICCFdqSP7UuoXe4aOaCPUNkhPFWnj05b0pPuQ\nJoNRKNIasJSCOFBb6h8SQkhX6si+lPrFnqEj2gi1DdJTRdr4tCU96T6kyWAUirQGLKUgDkRpuQkh\nka4j+1LqF3uGjmgj1DZITxVp49OW9KT7kCaDUSjSGrCUgli6JkrLTQjpDjqyL6V+sWfoiDZCbYP0\nVJE2Pm1JT7oPKYFMFApXN6urGjClICaEdEcd2ZdSv9gzdEQbobZBeqpIG5+2pCfdhzQZjEKR2ICj\nIQUxuT76L9/brtefWXF/B10JiXYd3ZdSv9j9dVQbobZBeqJIHJ+2pKfchzQZjFI9pQETQkhXor6U\ntIbaCCFtR/dL56PJICFRpr07a4QQQgghpGeiBDKEEEIIIYQQEoVoMkgIIYQQQgghUYjCRAnp5ijs\nkxBCCCGEXA2aDBJCejTKPkoIIYQQoo5xzrv6GjoNY6wKwPetvCwZQHUnXE5bRNK1ANF3PdWc84kd\n+PVb1Mb22t1EWhu6nrr6Z+vS9gq02Ga7+v8mEF2Luq64lkhus5EgktpHR+lOP2Okttfu9H94PUXj\nz93en7lNbTaqJoNtwRg7zDkf0dXXAUTWtQB0PeTa9eTfWU/+2a5VJP3f0LWoi6RrIX7R8DuJhp+x\no0Xr/2E0/twd9TNTAhlCCCGEEEIIiUI0GSSEEEIIIYSQKESTwVAbuvoCAkTStQB0PeTa9eTfWU/+\n2a5VJP3f0LWoi6RrIX7R8DuJhp+xo0Xr/2E0/twd8jPTmUFCCCGEEEIIiUK0M0gIIYQQQgghUYgm\ng4QQQgghhBAShWgySAghhBBCCCFRiCaDhBBCCCGEEBKFaDJICCGEEEIIIVGIJoOEEEIIIYQQEoVo\nMkgIIYQQQgghUYgmg4QQQgghhBAShWgySAghhBBCCCFRiCaDhBBCCCGEEBKFaDJICCGEEEIIIVGI\nJoOEEEIIIYQQEoVoMkgIIYQQQgghUYgmg4QQQgghhBAShWgySAghhBBCCCFRKKomgxMnTuQA6A/9\naeufLkXtlf6080+XozZLf9r5p8tRm6U/7fjT5ai90p92/mmTqJoMVldXd/UlENJm1F5Jd0NtlnQ3\n1GZJd0LtlXSEqJoMEkIIIYQQQgjxo8kgIYQQQgghhEQhmgwSQgghhBBCSBSiySAhhBBCCCGERCGa\nDBJCCCGEEEJIFNJ29QWQ7kkUOWrsbri9Pui1GiSZ9RAE1tWXRUiHoTZPrlb/5Xvb9fozK+7voCsh\nxI/6M9LTURtvO5oMknYTRY4TFxuwcPNhVNQ6kJZowquPjEBm71i60UiPRG2eENJTUH9Gejpq4+1D\nYaKk3WrsbvkGA4CKWgcWbj6MGru7i6+MkI5BbZ4Q0lNQf0Z6Omrj7UOTQdJubq9PvsEkFbUOuL2+\nLroiQjoWtXlCSE9B/Rnp6aiNtw9NBkm76bUapCWaFO9LSzRBr9V00RUR0rGozRNCegrqz0hPR228\nfWgySNotyazHq4+MkG80KRY7yazv4isjpGNQmyeE9BTUn5Gejtp4+1ACGdJugsCQ2TsWby+5g7I0\nkahAbZ4Q0lNQf0Z6Omrj7UOTQXJVBIEhJdbQ1ZdBSKehNk8I6SmoPyM9HbXxtqMwUUIIIYQQQgiJ\nQjQZJIQQQgghhJAoRJNBQgghhBBCCIlCNBkkhBBCCCGEkChEk0FCCCGEEEIIiUI0GSSEEEIIIYSQ\nKESTQUIIIYQQQgiJQjQZJIQQQgghhJAoRJNBQgghhBBCCIlCNBkkhBBCCCGEkChEk0FCCCGEEEII\niUI0GSSEEEIIIYSQKBSRk0HG2ETG2AnG2LeMseUqH/8xY+wIY8zLGMvrimskhBBCCCGEkO4s4iaD\njDENgDUA7gVgBfAwY8wa9LIfAMwBsK1zr44QQgghhBBCegZtV1+AihwA33LOvwMAxtgZzGAMAAAg\nAElEQVQbACYDKJNewDk/0/wxsSsukBBCCCGEEEK6u4jbGQRwA4DygLcrmt9HCCGEEEIIIeQ6icTJ\nIFN5H7/qL8bYIsbYYcbY4aqqqmu4LEI6HrVX0t1QmyXdDbVZ0p1QeyUdLRIngxUA0gPeTgNw7mq/\nGOd8A+d8BOd8REpKyjVfXDQTRY6qBhfO1jahqsEFUbzqOToJg9pr+1Cb7HrUZkl305PaLPWBPV9P\naq9dhe6TlkXimcHPAGQwxgYAOAvgIQDTu/aSiChynLjYgIWbD6Oi1oG0RBNefWQEMnvHQhDUNnMJ\n6VjUJgkh0Yz6QEJaR/dJ6yJuZ5Bz7gXwOID3AXwFYAfn/EvG2O8ZYz8FAMbYSMZYBYCpAIoYY192\n3RVHhxq7W76RAKCi1oGFmw+jxu7u4isj0YraJCEkmlEfSEjr6D5pXSTuDIJz/j8A/ifofb8J+Pf/\nz96bx0dVZvn/n3tvranKRkgATZBFtojBEAgBHUUZUVtsfpgAyr4TN3poZenppu0243dYZJhGxACt\n7CBb96A4KjaK3cMiECJpCQIiYMKShJBKqiq13/v7o3Jv6lbdCknIUpWc9+vFi6RSdeumcp7znPOc\n7SS86aNEC+F0e6SFJFJcYYPT7WmlO2o4PC+g3OqE0+2BRsUhzqChU6EwpjVlkmSJIIjWpiV1IOk8\nIlxpLVshnNZMSDqDROihUXFIjNXLFlRirB4aFdeKd1V/KE2g7dFaMkmyRBBEKNBSOpB0HhHOtIat\nEG5rJuTSRInQJM6gwYYpg5AYqwcASbDjDJpWvrP6QWkCbY/WkkmSJYIgQoGW0oGk84hwpjVshXBb\nMxQZJOoFyzLo0ykSf3354bAIefvTFtJcCTmtJZMkSwRBhAItpQNJ5xHhTGvYCuG2ZsgZbEM0d34y\nyzKIj9Q22fVaknBPcw03WipXvjVkkmSJIIiG0Jz6sCV0IOk8orloq7ZCuK0ZShNtI4j5yWPWHsHD\ny77GmLVHcL7ETLNUagj3NNdwoq3LIskSQRD1pS3oQ9J5RHPQFtZGMMJtzTCCEP4fen0ZNGiQcOrU\nqda+jWahzOzAmLVHAk4h/vryw2EbzWtqGnEC1ao5sOEqr+1BFkO0S1ir30C4ymxz023xpw16/pWl\nzzbTnYQcbV5m24o+DFGd19K0+i/clnRsW1kbwQiRNVOvN6Q00TZCuOUntwbhnOYaTrQHWSRZIgii\nPrQVfUg6j2hq2sraCEY4rRlKE20jiPnJvoRyfjLRdiFZJAiC8EL6kCCUobUROpAz2EYIt/xkou1C\nskgQBOGF9CFBKENrI3SgNNE2QriPfiDaDiSLBEEQXkgfEoQytDZCB3IG2xDhlJ9MtG1IFgmCILyQ\nPiQIZWhthAbkDBJtghDp2kSEMSRDBEEQjYd0KNGeaEvyTs4gEbLUd6GJs2pmbzmF4gqblHfep1Nk\n2C5MovE0RkGTDBEEQTTewCUdSrRVlNYEgDYl7+QMEorUtSH4/oxhGHAMwLJs0Oc05sSkIRtLudUp\nPQ/wtiaeveVUm5lV09ZRkie1ioXbI8Du9oBjGOg1HGL0zefUkQwRBBFK3GmfbY6oxN04dOGqQ9tS\ndKc94HbzuF3thNPDw8ML0Ks5dDRq631g0VQHxZ2itGEp78EgZ5AIoK4NAQg8DXl/4kDYXTzMdhe6\nxRkUn1OfDcV/86vvQmvrs2raMm43j/OlZszdmifJysqxA2DUcpi77bT02IqsFHSK0qFbnKFZnLpQ\nkCEySgiCAJT34GWZKdh89DLmP9kHveKNuFhmCbrHNkSXNHbf9ScUdGhDoWhmeOF287hy24oyswML\n9hbU/s0mD0KfznX/zZRsjbs5KN41J0NR3nmeR5nZEXb7OI2WIAIIJvzlVqfiz17afhoWhxslVXZU\n2Z24WWUP+vpgiEp5zNojeHjZ17hust1xY+F5AWVmBzyCgI3TBiM1KUb6Gc2qCX14XsD1SpuknAHv\n3/j1PWdQanbKHluwtwC8AJhsTum1ZWYHrlVUo8zsAM8LABpvkLT2vCN/+R+z9gjOl5il34sgiPaD\n0j67aF8BMtOSsOrL8ygxB99j3W4e525W1UuXNGbfDUZr69DGUJetQ4QepRYHim7bJEcQqPmbbT2F\nW1aHok0ABLc1/P/WSnZFMJvCIyBA3kcmJ+CW1RmW+zg5g0QAdRnUwX4WoeGwYG8BKm3uoBuKzeVB\nSaUN1022gAXrr5TLrc46NxbfTezR5YexZP/3WPh0H6QmxdCsmjCh3OpEqdkRVJ78H2MA3LY6ccts\nDzB2rpRbUWq2AwhU0PUxSFp73hEZJQRBiATbZxMitZg6rDtuVNoVf253uXGtDqPX39g12Rq279ZF\na+vQxhCO0cz2hq/Mujw8IjSc4t+s2uFRtAmuVVTjRqVN0daIN2rhdHtwraIapWY7rpRbAxw5tYpV\nXBM6NRsg7797NvmODmeoQmmiRACi8PsunJHJCQAgReFWH7qI/CITAO8iMNlciDdqwQsCYiM0suek\nJsVg3oheYCDgZpUTr+yoTf8Tw/T+Sjn38CUsy0zBon0FsueKG4uS8bxgbwF2zckIq9B8e8bp9kjG\nh+/fPjFWj2qndzNOTYpB9vCeiDNoIADw8Dzsbh42pwdLRiUj9/AlAEBJlR1TPixAvFGLFVkpshSS\ndZPSwLHeTSWYTLT2vCMySgiCEBGjbP56sYNBA1O1FZ2itIr7MMcyYARg0/TB4BgGN6vsWP75eeQX\nmcDzfEBK5LpJaYg3aqX3udO+WxetrUMbQ7DPOZSjme0J3zTeeKMWq19MRZxRWfYv37JKf8d4o1ay\nCYorbNibPTTA1khNisHCp/tg/PrjiDdqMW9EL3TrGIH/Hv8Q3v70HPKLTJi95RQ+fvVhbJgyKCCV\nuKNBi44GrUzew3kfJ2eQCEDFMjKDemRyAl57ohfGrz8uLYZV4wbAzQtQcyw6GDT49Mx1LHy6DyZ/\ncEJ6znsTUuHyCIgzauDhAQaQHEFAXo/gr5Tzi0zYfPQyds8dCkEQAjaWYIsOQFgW74YCLVmzxvMC\nGIZB5ygdtsxIx9LPzqHM7JQUMscwmPsv3fBon04yw2TtxIFYefAsDhaWSnU0giBIslpcYcPyz8/j\nnbED0ClKhyu3rPjd/3yPMosjaH2A/+/dJVrf4gYMGSUEQQBefcSxwLpJafjToQvITEtCYqwe0Xo1\nXB4eALBgTwHKLA6syErB8s/Po8ziwJoJqbhRacevPvpOVmv95i+TsfbrH+EREHCAOndbHjZNT8eC\nPWeQX2S64757J8JtZpwYzfQ39EM5mtmeKLc6serL81iRlQKjVoUXNxyXybYo+5umD8bNSjt2zcmA\nyeZClE4lSyUttzqxL69IOuiIN2qxYuwAmKqdWPr8gzDqVHh1R76sb8HSz35AfpEJNqenzkOOOING\nVnM7MjkBBwtLpd8hXPZxcgbbGfUx+G1OD5Z/fh5LRiUjRq9GfKQWUz48IdtE5u8+g5zR/fHihm+R\nGKtH7qQ0rD50QXYyU+30yCI0708cKDuFFK9lc3lwT5QuQCnPf7IPEoxaVNhcUhRJvF8ynpuWpi6k\n53kBJpsTNqcHHkGATs2ho8FrJJhsTtww2TF3W20h9wdTB8HpEfCSz2OiMeQrdy9vP40lo5JxsLBU\nqqPZNH2wTA7yi0yotLnwxp4zsseVGiGESgMBMkoIov3gdvMotTjg8vBQcywSjFqoVKxMHw3rEYdX\nn+iFNV9dxNRh3WWNL5ZlpuCdL85jwd4C7JydAQEABAET/vxtQLZMzuj++O2zyRAEQfEA1VTtxMKn\n+0iG9fwn+6BzlC6kI3pNRThGM9sDop3q8njwyuO9cNvqxIK9pwNke9ecDDjdHlS7eCz+yz9rbU2F\niPcbT/XB5qOXJcdy2sYTMsdSfL7Yt2DJqGTkHCiERsUFPeRQsh9yJ6UBgHRgHS77ONUMtiPu1KTC\ntyHLvBG9kHv4EsavPw4+yCYi1nUVV9iQvS0PmWlJ0s+zh/cMKPJ9aftpzBvRS3adxFg9nG4eN6ps\nSIjSYNecDPx94XDsmpOBmAgVrlfa8Nu/FgTcbzjWJzQHwRqpNJSmrFlzu3mUVNlwrcKG8euP49Hl\nh/H82qM4f9OMK+VWnCmqlBxB8b2um+ySIyg+NtdPpsTHY/Rq2fccywTk9McZNPVK1wiVWj1fo+TI\nosfx15cfpo52BNEGcbt5/FBixrh1x/DYisMYt+4Yfigxw+3mZfpoRHInvLz9NDLTkqTsCKC2mUz2\n8J41utOGCRuOw8UH36cZAAwTqCcTY/UotzqxYG8B1kxIbZd6RzT0742NQHxk/UYUEM2Hr536z2tV\neGXH6aB1gjcq7WBZNqBO76VteVg1/iGsm5yG1KQYKeK94Km+6Bylw0vbAx3L7OE9Zde+P96ITdMH\nI9bH3vBHyX7I3paHP/yyf9jt4+QMtiPqMnzdbh7FFdW4Wm7Fz+XVMGpVeGfcAGybmQ4Np1xAa7K5\npO/jjVr07mTErjkZWDc5DQmRWsXF2zUuQubALctMwfLPz8Fkc+M3+/6JV3fkS07E0P/8GhP+/C2m\nDuuO1KQY2f2S8dy0HSgbmusezAnleQHnS8344aYlQOHO3noKV8urEROhDnivYMre37n3lzuxTmbd\npDSZXHUwaBRlVq1iZfcdSjn+ZJQQRNun1OJAtt/BV/a2PJRa5PpI3ENj9IH6Unw8MVYPl4dHcYUN\nP5dXK+q8aqcH1yvtsDhcWJGVErD/5h6+JCuxaGwmSFMcShKEr50qyr7J5gp6kFEWpAmdm+exL68I\nf/jlA5j7L90wdVh3LNxbAJPNFXQ9+V7759vVqLA6UeVwIRjB7AdBEJplH2/OdUbOYDuiLsP3ym0r\nrlfaEROhxr2xenSO1uJ/z1yHimOhU7PI9TO2V2SlSM07xELcyR+cwPj1x5FzoBDRNRuVL4mxetww\n2ZAzuj++ev0xLBmVjHe+OI+DhaV4qSYK5BtRTE2KwZJRydCqWCzPSpEcQtFQVzKe29Om1JRRrYa0\nBa/LCS23OjF3a15Q5y4mQq0oG9VOj+L7+zp1Ys3gvrwi2feV1S7ER3qjyl+9/hg2ThuMT89cx7JM\nueGzYcogWOxu2X17eCHs2qETBBG+iM6bL8UVNrg9vEwPi3oymCFc7fR4U950KqQmxWD1oYt4f+LA\ngH363lgdYiNUuFZhh1Grwo7ZGdibPVTaf/OLTHel82gsDtEUiLZbtdMtrQ9R9sXGRkoHGcE64Bbd\ntmHqsO547+uLmJDRDb07GbH6xVTER2qDrifx65VjB2D1oYuYv/sM7M7gB8PBou0M0/QHuc29zqhm\nsB0RrM5OzbG4brJJNVZi85fH+3XC6kMXMHVYd2w+ehlLn38QSR0icKPSDp2aRZnFAQCYN6JXQEro\n0s/OYe3EgXh5e23nUHFo7msjeuP13WekTlDia8STGdERfOOpPrLmIeLrg21aoVL/1VI0ZVSrITVr\ndQ12d7o9iDdqJSfOX9YidWos/excQMe6e2N1eH/iQCma6Kvsc0b3R494Azy8gE/PXEdmWhJmPtID\n98TokXPgLMrM3poX3/rUZZkp2J9/DUtGJaNf50joNSpwLPDLNUdk9/0fnxZi3eS0gEG07S3dmCCI\nlkHNBXbrTozVQ8WxiNGp8P6kNLx76AI8PC997a8v3584EBaHW6rzE+ub3DyPbTOHwMMLYBnglsVb\ntx2hVWHnias4WFiKkckJePWJXsg5UNgkOq+u/SCcmskQrYev7bZkVLK0Pny7277zxXlsmZGO2zXz\nrsWDjH15RYq25jtf1K4NU7ULlTYXXt5+WrHjeO6kNMQZNfjbrx/FzUq71DwGABweIWgnco5BwNpc\nlpkCrhnMzeZeZ+QMtiOCGfxuD4/5u8/IhOy21YUl+7/HiqwUMAyDhU/3hUGrgtPNIyFSi1Kzt5OZ\nmmMRr5ASerCwFL9+sjeWjEpG5ygd4owa8IKAzLQkWOwuyZEU8U3/S4zVI3t4T8U6iR2zhgTdtIIt\nlrY6bqIpm+g0pJA+mBPK895mCAuf7oMVX/wQoCRXjRsArYrBwcJSlJm9Xby6xOgRoeEgCIBRK+Cj\nORm4VpMWIir73XnF+NuvH8W0jSexZJR3jk9irB45o/vjYGEp1k1OCziMWLSvQDKQRGV5raJaUU5z\nRvdvdAOBluzAShBEaFMffRBv0CB3UpqUKioaoxEaFqUWB949dAGLnumHZZ+dw+sj++DF9PsQpVNh\n0/R0qDkGP9w04/f7z8oOU+NqrskAmPTBtwF7wqpxD2HBU30x85EeMNlc+PTMNWyang6NioVefXd6\nK5RS7Ynwwne9iLbbocISmdP39/Ml+Gh2Bm5WeYMQWhUrHWSMTE7A4mf6QatisXN2Bq6b5LYDAPTp\nHAk1y+BCiQXxRi3yi0xY/vl55Izuj6QOelwqs4JhgILiSum6Iomxely5ZYVWxSo2VWJZFpuPXpaa\nLZpsLmw+ehlvj0lp8s+qudcZOYNtBN/ujSwLCAIDXhDAMgw4xiu0cQZNgMEfq1fjWmXtkHgx5TMx\nNgKbp6dDrWLxH0GiL+LpJC8IyhFHFYe5W/MAAH9fMBwqjsGhwhIAwHsTBsrmDa6dOBBrvrqIMrMT\n701IRZRejZVjB8BkcyH38CXkF5mkZiHBNq1gi6W4wtsdqq1FCZu6A2V924KLTmi8UYvs4T0Ro1dD\nAGB2uHHL4pRkpMzsxIqsFHSO1oFlGJSZHbhlcUhpFZ2itFBzDMotTskw2jhtMJbs/z5Alm7WDFkW\n62TenzgQv99/FgCC1tTEGTRYNzlN+jyCOc8syzbqZK29RaIJgghOffQBzwv48ZYVqw9dwJJRyYgz\naBAfqYVezaLK7gbLMHhp+P3QcCxeGt4T1012dDRqEKH1mmoqllE0WLtE67Dl6GU891BiQMfueKMW\nOjWL6ZtOyqIXOjWLzpE6qFR3Vy1Enb2JxuC7XlaOHSBlhE3I6Iqr5dWI0HDoEKHBxKHd4OYF2F0e\nWB1u2F08ckb3R0ejBrwAqdN9MNvhcpkVGhWLnSeu4o2n+kiO4vRNJ/H5rx6BhmNh1KrQt3MkNk0f\njGkb5evknS/O47fP9kOlzRWwt8cZNJj/ZJ8W6QLe3OuMEYT2k9c9aNAg4dSpU619G00Ozwu4Um5F\nSZUdG49cxsxHeuB1n5TPlWMH4IP/+wnzn+wTsDGdLzHDYnfD4nDj3hgd9BoVblsdeMVv5orLU9u6\nVyQxVo8lo5JxT7QOVXa3FAUST2s41usACAKQEKWFusaRc7h5VFidYBggSq8GwzCosrlgdbjR0aiB\nRsWhzOyQZsO88ngvKeVlQFI0OhiUDfcyswNj1h5RvEcxmtTAkHqrWvT1kdfGRqbu5nW3rA643Dxu\nW52ytM5V4wZAp+bw3JojABCQ6jsyOQG/fTYZAMAyDGwuN65V2GUKXDyMkB06TEoDBAG3LE706mSA\nIDAorqiWnrNucpqigfTRnAyZseN287heaUOpj2wtfqYfjDoVXG6+wZG9YPLWiulRre6BtlUde7d0\nW/xpg55/ZemzzXQnIUebkdn66APf56QmxSB7eE/JIbxlcWDdN5fwyuP3o6NRC6eHR0mVAzo1K81A\n2zN3KNw8L9OPK7JS0K2jARa7Gyu++AEvpt+H6ZtOSvewcdpg7DxxFZlpSYjRq8ELNTNeo3XQcMoR\nj4bQzg7FWv0XCmcd62t3MAyDP3z8vZTdk3OgEO+++BDsLq98xxu1igGIjpFa/FxejQ4GjXTAAcht\nB3GIfNe4CNww2bDl2BVkpiUh50ChZA+OTE7AvBG9ZRH6jdMGQcV57QWOZVHtcOFGpXcNLthbIK1l\n399DrWKhYhnYnM2bHXQX66xeN0ORwTZAudWJq+XVWLL/eyx9/kHJEQQgRcX+e/xDqLS5UFRRDRXL\nQK/h4PYIWPXlecx8pIdkkAebueI/y028doxeDYvDDQ3HYuuMdHAcA1O1SzqtEa/3bx99JxuSGx+p\nwWtP9JINqV8zIRU2F4/pm2qFfVlmCt77+qK0kDdMGYQYvfJiU4qUiSc74v22tdSVxgz5baxS8X3d\n0ucflB0OFFd4Z09um5kunV75pvqmJsVg6rDumFgzB0uUi45G+QgIMYVj64x0lFud6GDQwOXxYPG+\nsyizOJA7KQ0GLYvln5+X0lBzD19SrAHoVDO7S7z3i2UW2e+8brJ3HtDza482yoih9CiCIETqow/E\n5/gflO2ZOxQAaiIQboxff1xxP+YFQTYD2GRzYfnn57H4mb54fc8ZLMtMwX1xekkHJ8bqcX+CAVOH\ndZeGbS98uo+sP8DdOm40q4+oD0p2x7LMFJSZnThUWIIPpg5ChKZ2sPySUcmK48lyRvfH9E0nsf+V\nhxVthz3ZQ2XZRuL7ROlUKK6w4Z4Y7/r4zS/6SfYn4I2g+2Y2ia/beeIqZj7SA/FGLZxuT6sdfjT3\nOqNuoiFMfTtjOt0eqXtj52id4oYUH6lF5ygdAOC6yY6i29XeE8an+gY4j0ozV7ggXZNcHh4sw2D+\n7u/w+MpvcKnUKhXy+l/P9+vMtKSA0QMVVlfAaxftK5BONMUaQP9umeLndKPShk5RWvzl5WH4+8LH\nkTO6vyx3nFJXvCjVVq768jxuVtnrlDXf1wWTM62KxfZZQ7A3eyh6xhuk5yjVgC7YWwCdOrCLaZnF\ngQulFmTlHsOUD0/guskhyU/2tjyoWE6aG7RzdgZ+/5w32rj0+QexN3soNk4bjNWHLsBkd9f5O8/d\nmoer5dWyxxrSjVWv4bBx2mBpnEpqUgzJGEG0U+rTkVl8jv9BmU7NwuJww+VB0P0T8HZXLLM4MHdr\nHsavP465W/NQZnFI7fIX7SuA0y1g84x0HH5jOHJG94fTI0jvpTT/tynmqtJYHEIJXxv2ZpUdq770\nHmTsmpOBJaOSsfnoZfz+uX4YnXovbE4PHO7aTrvByj8iNBxSk2IQqVMp2g5WhydgdMuifbW2RmyE\nGqvGPQRBgOz6SmtDtD9f33MG80b0gkbFteps4uZcZxQZDFEacvqgUXFSa37RafNPVeEFAY+/841U\nn5cQqUG5xQV3kEG1/jNXblbZA6Iv708ciCi9Gm9/WiidVMYZlYd9+3YK9f1aJDUpBt3iIhTrBOMM\nGmmhFVfYYHO6UWaGlJet9Dn1ijfC6nBLjWqoS2Qt/ifYYtRu3Lpjdcqa7+uU5GxkcgJuW13SQPmN\n0wZjZHICMtOS0CvBqCgXFodbsRuXbzQ3QsMhApz0vaemRnXeiN74n9PF6N0lCjF6Naqcbqw8eAFv\njX4AmWlJqPaRk2Cn9hEaLuCx+kT2eF5ASZUjIKLeKUpHMkYQ7ZD61HCL3UI1HCPtmZ2jdfipzIpe\nCQZ4/AxUQL5nHiosCdo5UXxupc0Fp5sHAEzfdBJ/fXnYHQ1symYgmhp/G/bTeY9IEWpRdleOHYAu\n0V47IiZCg+KKasmuEMdK+NuyHQwavPviQ7hR6cCm6YNRdNu7j1c7PYg1qGG2K88RrHZ6sCwzBZU2\nF25XO9E5Wie7fl3zPIsrbOje0YA4gwY3fHps+D6vvnZDqDacC9nIIMMwTzMMc55hmB8Zhlms8HMt\nwzC7an7+LcMw3Vr+LhtOfaN9DTl9iDNocF9cBFZkpeCWxSkNlk1NisHGaYOxeUY6BAHSnL6Xt5+G\n2e7B3G3eeXC+pyupSTH4aE4GOkXp8H8Lh+PrNx7DtplD0LVDBHrGG7Bt5hB89fpjyBndH7/ffxYW\nhxtTh3VHzoFCjF9/HEW3bYqno76dQk02l2x2kpgyM/nD2jmFbzzVR4q0dDBopJmGibF6nLtplmas\nmGzKn1NFTbFvex5KHwz/E2ylqN3sLacCIoXi61KTYiAA2DwjHRunDZb+Touf6Sc5guLJ3W9+0Q+a\nmtElinJR7e38lTO6P75ZMFwxmlvt9MjkR69isWN2BiJ1KoweeC86RNQ0iOFYLM3sDwFAzoFCPLbi\nsCQneo3yqX213wyh+kb2lNbngr0FMOpUJGME0Q7xTePy33PEff96lR0sALdHwL68Irg8PHhBgF7D\n4ZbViYogM9PiI7X468vDkD28J05fKcfGaYNxeMFwbJqejv3512T60uH2XjPOqMXe7KEwamsjKMFm\nFlI2A9HU+O+RGo4NsDNe33MGRbdtKK/pIaHiWGlWplj+IcqrGMjYe+pn2FweeAQBXE3JEy8IiNSp\nEBuhQUej8hzBCA2HzUcvSwGGWxa7bHahUPM8/9eJayZCy4FlmQbNZPYl1OdxhmRkkGEYDsB7AJ4E\nUAzgJMMwHwuCUOjztJkAKgRBuJ9hmBcALAMwvuXvtv40JNrXkHoklmXQNTYCRq0KvCDA4nBj1biH\noFOzsgYf700YCJYBrtfMCSyusMHu8kidPeONWvz7L/pi/u4zisW7uZPSEKNX4YUNtXnWOjWHRftq\nQ/KrD10MiCCKdYJiY5lKmwsON4+N0wdj+saTQcdI5Izuj/hILXaduCoNxhVPQUWHZdecjKCfU2Pq\n6doD/ifYcQblaO51kw1Zucdk0dYtM9JRUmWX1YS+P3EgoiPUUtqF6Nz/267vpOesmZCKlWMHyBob\nvT9xIHhBwO+fS4ZRq4LLwyM+UiuL5q7ISkGEhsMfPi5EYqwem6YPxi2LU3I6xcY14mYQoVFj5ubj\nAY7tX14epnhqr1XVzvxqSPQ42Pp01ZzIEwTR/lDac/z3fbE+8LUnegU04OqRYAiI/L0/KQ27TlzF\nun9ckQziFV/8gIOFpZKOvFhqkWqq440amB1uTNvo1dEjkxOkayrVV1PGDNEc+O+RFoc7YM8UO936\nzrzMnZSGvdlDYXfx0KtZ7JqTATcvQMUy2HL0Mob37RRQ27ciKwVvf3oOZRYHPpg6CKvGDZDGpYm2\n795TP+Pff5GMSpsLcUYNPDwPu8uOd8YOwL0xOjjcfMDaEGdbb5gyCB1rGhc2ttVU3D4AACAASURB\nVIt7qM/jDElnEEA6gB8FQfgJABiG+QjAaAC+zuBoAH+o+XovgDUMwzBCCLdHbYgwNKSNrH9zjJHJ\nCXjzuQekInTxvV7ZcVqavZY7KQ0jkxNwvdIuddzsnWDE5BojX6l4N3tbHrbNHCI9lpoUA5aRp7WI\nRbzbZg7BLYsD8ZFaRGg4rJmQGtBY5k8vPIQ92UPhcPGKhnX3jgas/fpHjEjuhK/S78PFUossauRN\nGUS9PyfCi38hMhMktdg3NVeUU6NOhSkfKhd1qzkmoB5GfM6rO/KxIisFS0Ylo1eCERdLLXj3q4uY\n8UgPeHgBr+3Ml2R3y4x0VNpciI/UQsUyKKmyY/EzfSEA0Ko4qfWzeO35u88gZ3R/vLjhW+zNHhrU\nSVMqvgbQqIJsaqdOEIQS/qlgHAtpb05NioFe4+2WPX/39wF67KM5GVjz1UVZg5h3D11AZloS8I8r\nUmbPklHJOFhYKmUk7JydgR9LLVjyP99LjdrEpjMHC0sBADtmZ6Dc4kCXaB3+8tIwuDwN76BMEPXF\nd49MTYqRItS+e+a8Eb0Cekdkb8tDzuj+WH3oYkBAYllmCrpE62WzNMU1IHYJnbn5FFZkpUhzBDmG\ngU7D4rmHEqXXiQ7ixiOX8dqI3lCxLF7c+C3ijVosGZWMhEgtInVqGLQc3h6TIlsjjW3kEuoN50I1\nTfReAEU+3xfXPKb4HEEQ3AAqAcS1yN01kvoIg5hOwvM81k1Ok4XIg50+lFudssLczLQkOD084o1a\nrJucJjW4iDdqpfzn7G15+O2zydiXVwS9mkPOgUKUmh13zJ8W7wXwphdeuVWtWMR7vsSMrNxjmPjn\nb2G2u+Fw81I0R7zWrz76DnaXB0JNDZgvibF6CIKA3XnFmLs1DxdLLcg5UCgbtJsYq4dOxWLDlEGy\ntNhtM4dAgBAy4fdQxLcQuXOULuAz3DwjHYaaQm2gVk4FXpDkTGyaUlzhzdnnWAYrslKCRhpZxjsj\n62KpBXO35uFgYSk6R+lkjuPBwlJM+fAETNUunL1ehazcY7A4PFj62Q+otLlQUmVXvLZY+1ceJM1K\no+IUi68bW5Atng7WZ30SBNE+UEoFu211YunzD2LXnAysfvEhlJkduC8uQlGPeXgBBwtLZQ1iDhaW\nymr4xTom3+9LquyYvumkVGfv3wTuYGEpbphseG1nPjiWRUejFhoVB6fbg3Krk/ZKoknwLYMSIGDL\njHRvcOKXySi3OgNKS7oGWQcRGi5oQxfxa//X+PaiYBkG0zedhKnahSvl1bDYA5vKvLLjNKYM7YZb\nZgecHm9AIr/IhLlb8zBm7VH86399A54XFO2CxtgNjU0vbSlCNTKo9Mn6a6v6PAcMw8wBMAcAunbt\nevd31kh43jvbZ2/2UJRbnVKDFF9h8E8nGZmcgB2zhoCryVMOdvrA83xAYe7uuRkBpyorslLA1wRO\niyts4HkBC5/uh0gdh3WT0lBqdtyxeFfFMfhg6iDM3HwKMXo1ln72wx0bgIjzBoNtfhVWl2Jq6c0q\nu/TcfXlFAekzK7JSoOK8pzQfv/owbpjssvTBcJx11BryKp50/eWlYSipsstSl8S/ZZnFAb2Gw41K\nuyylQ0yjMNlckjwsr8nz95cdsYBblA2vPEF2Ci6ui65xEXijJs1j0b4CaUCz6Oz5X1usKcw9fClA\nHpvDSaN26rWEio4liPrSXDLrn/0Tb9SizOzAlmNXMP3h7qi0ubFk//dYMipZpsdSk2Kw6Jm+YINk\naYj6Ldj3/r0E/B1GUf9umDIIsXp1e5oL2CYIBx0brAzqP59/EBdKLAHNBztF6eDy8EHlXQxIiPM4\nRRuBY+teI751fnFGDSJ1KsUU1eIKG7rE6DH1wxMB61G8TlM6ao1NL20pQjUyWAwgyef7RADXgz2H\nYRgVgGgAt/0vJAjCekEQBgmCMCg+Pr6ZbrduxEUybt0xZOUekxqkjExOkAmD/0ZysLAUE/78LTQq\nTjp9UGpA4xEQkJb3821bwKnKgr0F8NScACbG6nGh1IJpG0/gRqUDH39XjJgIFXInpQUt3l2WmYK3\nPjkLp0fAuy8+hHti9CizOPDOF96o5N9+/ahiAxCOZYJGbG5ZnIg1qBGh4ZAzuj92zclAzuj+6Bip\nxcYjl6Xn/WpEb2w7dlXWlnj55+dhc3prAz08AiKPLdXutylpLXllWQYuDx+QsrFoXwFWjB2AbTOH\nwO7iMXdrYMvm3/yiH3IPX5Lani/cWyArzBbrAO5PMGDz0cvSIcim6YNRaXNLzYd818UNk02WDhxn\n0CDOoMG+vKKAa6/ISpEaDIkjJ3bPHdrsjYNaop16fRtOtSahoGMJoiE0l8z6Z/9kD++JjUcuY+qw\n7rC7eCk6IR5aidkY4uy/eTvzA/bd9yelYV9eUdDv1/l8LyI6f9JrJg6EUauCmmNQ6Wi91vhE4wgH\nHRusDEocIu9fWmJzefDHT84G3c9NNhdGJifgjaf6yGwEh9uDd19MVXyNaKfuyyvCuklpMGhVYBlI\ngQ5fEmP1+LlmtJTvehR/1tSOWl0NphpKc9gFoRoZPAmgF8Mw3QFcA/ACgAl+z/kYwFQAxwBkAfgq\nVOsFlRbJon0F2D13KDpH6SRhqCuNlOcFVNgcuGFyyIZpbpgyCJE1wzR9YaAcSldzbEAjFrEGYcza\nY0hNisHS5x9EUocIcCywc3YGSqrsKLc6JSev8IYZW2akI+fAWSkKM3drHkYmJ+DVJ3rJGoAsy0yB\nIAiSEe8bsVlb00AEADpH6RClV8PDC3BV2rHhm5/wYvp9+N2oZOjVKnAscPSncuzOK5Z+H9+Tm1DP\nxw4HPILymBFTtRNZuceC1uMxYBAfqZE1JxA7hHaNi4CGY5Fz4CzKzE5kD++JmY/0QLXTA706sP5v\n0b4CbJmRjtd3n5HeQzzhq7K58NoTvfBuTU1NnEGDhCgt7C6PTObmP9lHtq7CldYabksQRCD1aQsv\nzh6N0HAw2VxIiNQiMy0Ji/YVYOXYAZKuyy8ySYeoD9wThRdq6vuLK2xY/vl5qd7pUpkVHY1qvJh+\nHxY90w83TDZsPXoFmWlJmPlIDyREaaFVsZj+cHcU3jBLemLl2AHoHK2TMpF+v/+sdAj30ezgTdcI\norEEs8GCjS8rMztwsLAUZWYnts8aAneNg6NTs95mSIcvYeW4AVKfCfF10zaexPZZQ6Q1csvihODT\niM7p4bHw6X5YsOcMyiwOrJ04EKevlAc2Zpo4EL/ffxaAfD326xwJvUbVLJk+TdHUsLnsgkY5gwzD\ndATwCoAKAB8CWAHgXwBcAvC6IAg/NvqO4K0BZBjmVQBfAOAAfCgIwlmGYd4CcEoQhI8BfABgK8Mw\nP8IbEXzhbt6zOQm2SARBkP3xgjWl0Gs4nC8x42alXZprJl5j1Zfn8eZzDwS8Tpw76H+te2uaxfg3\nYhFPQPKLTJj0wQnszR6KrNxj2DUnA+PXHw+499tWZ00tgwYbpw2uSWVl8bezN2Rpf5uPXsaUod0w\n/eHu2HjksmTEx0dqYap2Yu3XP+J3zybDzXvnIPqyO68YRxY9jvhILXheqDPETg097h5dkM9QPDEO\nlqJ5+ZYVi57pBxXLgGMgNYAxalVY9tk5LH6mn9TEYO7WPOm13ywYLruWmA7CsQzmjeiF1YcuSh3y\nqmwuvLIjH/FGLRY90xedonS4csuKtz89h/hITb3SqcONUO8+RhDtBbebx/lSs5QZoWSAibNHd564\nisy0JO8+Z9RCo2IVSy/yi0zIOVCITdPTA+wDp4cHyzDQcCwAb1rcss/OSXp0d14xEmP12D5rCKwO\nNwBg+6wh4AVAzTF465OzmPlID8W92+FWTs2jvZK4G4LZYHxNT4hgdkV+kQk/3DRjX14RfvNMP1gc\nbuyYnQGL3ZsSGqy8aPqmk9g1JwMv+Ml4alIM/mvcACx+pi9MNhfWfHURC57qi72nfsaWGelgGEDN\nsd7ypZpDZPE+cg4Uhvz+2lx2QWPTRHcA0ALoBeAEgJ/gjc4dAPDnRt+ND4Ig/K8gCL0FQegpCMLb\nNY/9vsYRhCAIdkEQxgqCcL8gCOli59FQpL6Fo8GaUrh5AbO3nEKEhgswnqcO664Yao81qLFy7ICA\ndBM1yyDOoEH28J5Sc5DEWD06RXlPEddN9nYZjY/UynKv/e+93OrEuLRETMy4D9M3ncQTK7/BC+uP\nY2C3OOzLK5JC+q883gvRejVULIs3n3sAvTsZYba78W8ffYdXduTj1Sd6IUqvuuNndKcQOzX0uDt4\n3juSxD9FaeXYAVIKZu7hS9IMIPHn700YiM/+eQMAwDIMXtjwLZ5Y+Q3GrD2KhXsLMP3h7uAF5fk9\nYu4/UDtrUpwPuGT/93hr9APYlz0UcUY1XtmRLxV4v7D+OP7zfwvRp3Mk1kxIxdtjUpAYG9Gs6Zqt\nAUW7CaL14XkB1yttASny/qmVYiM3ce5uVu4xvLDhOAQBGJmcgNzDl6QyDKA2fZNloKgHn1j5DZbs\n/x7lFicAAa883isg9f7j/Gt4ctU/sGBvgVefRutwT7S+RifqFfXujUob1k2qX3M6gqgvSjbYiqwU\nAMDqF1IDZNc3tflQYQl+84t+8AjALYsTldVO/GL1/+GHm2ZFGRYz3PztUzHl2ndm9dRh3aFTsxjY\nLQ6v7z6DyR+cgDerUsCfXngo7NZBc9kFTGMyKxmGOSMIwgCGYRgAVwVB6Orzs+8EQXjoru6qmRg0\naJBw6tSpFn/fhoR1lVJRblR6W/Mvz0pBpc0lNaDJHt5TauYhRlXiDBrERGiwYM8Z9EowYvajPcCx\nDNQcCzfPY/IHtaMd3pswEP9bcA2jHkrEu4cuSHOLcielISFSgxuVDrz39cWA5jTi68an3ycL4QOo\nqQVLh5pj8FOZVYrurJ04ENuOXcXFUot0n9F6NRbuLcCaCanoEq2/69B3fdJ4GkirehV3K6/i58Hz\nPDwC4OG9p816DYcYvfyzKTM7MGbtEcQbtVKxdrXTA6NWhbHrjknP+/S1R6DXcLhtdaLc6sS+vCJM\nf7g7DFoV3tx/Fguf7oONRy7XnoxHahGp43DN5MBLPunNaycOhFbF4JbFJTWIEWVZJDFWj60z02Gx\nu6U0J1+OLHoc98ZGNPrzCXXEv4n/Z1LHCWCre8GtpWNDnW6LP23Q868sfbaZ7iTkCHmZLTM7UGq2\no8LqROdoHTiGwc0qO5Z/fh5rJqRKOuhaRTW+v16lqMd2zs5AzoGzePO5B1BUYfPOUzU7IAgCovTe\nGa3Z2/KC6sElo7ydv3/7bDIEAeAFAUtrIoXint23UyRUqtrzfZ4XcO5mlSyaKTb8WpqZAg+Pdt/8\nqhG0+od0J3ltBjuo3ty2OnCmqFJKk849fAllFgd2zcmAIEAaFK/hGDjcAg4V3kDqfR3Asays/Gnt\nxIFY89VFlJmdWPxMX9l84lXjBiCxgx52F49bZid4QZB+vnHaYFn2HOBdPxunDcaTq/4uPfbV649J\npShrJqQCQNisg+ayCxpbM+gBAEEQBIZhbvn9jKYu+9GQzoNsTeROXMzlVicitCwWPt0H0zedlCl1\no7a2VlBsiQt4BT0+UoPRqffKXuM7e6i4wttad/usIfj63E0p/aS4wiZtSqevlGPJqAfAQMCO2Rlw\nuT3QqTmoOQYTMroF7RDKsQxUHNAj3oB3xg6AWsWgstqFoz+Vo7jChpwDhViWmYKFewtQZnFIbf/v\ntjsjDZmvRTyAEE+qfZ35FVkp6BSlQ7c4Q0C9anGFTZbK+dXrj0kpHomxehi0KtmMHwAovGHGtplD\nAAB/PX0Nrz7RK2BockKkGjtnZ4AXBLAMA5YV8Kcvf4TJ5sSO2RkQgtQrengB7351ESvGDkC5xSHb\nYNp6WlOodx8jiLYOzwvgeR4QgMV/+adMh/7hl8nQa2p1kFrFBh2rwwsC/vDcA9h89DLGp9+HpZ+d\nk+nlkckJ2D5riPR8/9fH6NU4WFiKwhtmvDN2AJZ99oOs/vqeGJ3MEQRq7I6ESOyYNQSlZoe3tf/R\ny5j/ZJ+Aw0CibdDYerKmciBtTg+mbzoZ8LjDzctmTK8cOwAsw+Cxvp2g5li89clZWdT95e1e23Ti\nn7/F0s9+wNaZ6eB5QK1i4HTzGJt7XLrWxmmDsWVGOqxOD6IU+mcUV9hgqUmlBryO08VSi6ybfzjZ\njc1lFzTWGezBMMzH8Hqc4teo+b77Xd1RG6W+jorSYt4+a4jivJVdczIUc7Gvm2z4918k1zmYU3ys\nzOzAw70SkJp0U9a+t0fHCBi1Kry44bjMqF/2+Q84WFiK/a88HLSGTMMxYASAZQTcqLRh5cELAICc\n0f3RI96An8qs0rgCXyEmZ67pEPPKl4xKDug0u2BvgbdOxVQNvVqFGJ0KAqA89oRjsWVGOtQcC4YR\n4OGVjZVbFoc01+plv46kL23Lw9aZ6bKo9KpxAzDnsR4waDncMDlQGWSUianahanDumPaxhMyQ6xT\nlK7NOkW+G3OnKC3+8vIwuNw0IJogWhJxL1aq1V+wtwA5o/ujS7SAUrMddpcHHMMgIUor02OpSTGY\nN6IXXB4eP5XZMGrAvXC6PVJTGfF5oqO3c7byni62zS+usKFTlA5lFgfmbs1DYqwe6yanIUqrhhIq\nFYvE2AjoNSp0idZhYNeUAB3SmpEkomlpTD1ZUzYkCVY3eLW8Whro7pt19Pg730jBjTKzU9bHosru\nxpYZ6bC7PGAZBr/e8x1WjhsQ0HRu+qaTWPr8g5j0wQlsm5ke1I4Qv16RlYLln58P28PV5hpr1Vhn\ncLTP1+/4/cz/+7CguRVifa+vtJiDReBYBkFn/C1+pm/QE0YRsfavU5QWbzzVR3ad3Elp2Hz0coBR\nv2RUMg4WluJmlV2xQ2jupDT86W8XcfSncrw/KQ1bjl2RHIvO0TrcG61HhEaFNRNSaeNpRsRInzir\nx5fiitoOoSOTEzBvRG9ZioaYSjRvRG+8deCslIq0LDMFkTqVrFte7uFLiI/0pvx2MGjAB4nwlVuc\nMlmav/uM1G103kfexjD+srRy7AC4PLyiM/uXl4e1SbmhDqIEERqIe7FvF1CR4grvYOxqp0c6dE2M\n1WP9lDTkTkrD6kMXMGVoN3SJ8bavX7DHmwUj1mQHiyBWO93InZQWoI99Z7PqVKysy/ef/nYB85/s\nE1RH1HXISvqmbdGYerKmbEgSq1dL8htv1GLeiF7o1jEC5RYn3vxlMl6tqf0X62VTk2KQX2SSSkXE\nQEVirB56NYcpNTMANRyLeSN64bbVqfj7dY7WITUpBhzL4P2JA2WzksWZhkcWPQ61ioWKZcLe/myO\nwEljncHLgiD83KR30oo0t0JsyPWVFnOwCJxHADQci60z01FuccrGPwTrJuo7e0g0+h947oEAgzvb\nx/ET8XUmcw9fwhtP9cHfz5dgy4x0qYZs9aELmDqsOy6WWvDStjzsnjsUbz4nyBYeRf+aH/GEzr+D\nHSDv5JWZliQZHkBt1HnjtMFwenhZ+vDmo5fx6hO9pFNyMcIXHaGW0pE3Thtc5/uJiMaU2C2suMIm\ntXaO0auREKXFr3edwW+f7aeo/F3utpmNTh1ECSI0EPfiYDq02unB5VtW2VqdsyUPe7IzAlLlRYdu\nwd4C7JydgQ4GjeI11RyLlQfPybpu7zhee6D63+Mfwpsff4/pD3fH8s9rO4IX3jA3SkeQvmlbNKar\nelM2JKmwufDJd8XYOXsITNUumVPmX6b0Us1IM7GmVYzQJcZ6Z2fq1axkcy797Ae8M24Afiy1BF03\nbzzVBwv2FiDeqEXO6P64Ly4CLMOAY4GORr/GcoYG/2ptnsZ2E/0f8QuGYfY10b20GsEUYlMNYW3I\n9ZW6au7LK8J7E+RdHFdkpeC1HfmYv/s7uDw8BEFAzoFCadNIjNUFdC777/EP4f4EA/ZmD8WSUcmS\ncW+2uRWVgX/43DddRRzuPWVYd0z58ASyco9h7tY8HCwsxaJ9Bcge3hPFFd7xGW2ty2M4IOaVKw1p\nX5ZZO6Q9WOSw0uYKeDwzLSkgBXT+7jO4VmGXHlt96GJAR9L3JgwMOhRZ5dNRVKx7fX3PGWhVHNZM\nSMU9Mcod8dpqvSB1ECWI0EDci3MPXwrozL0iKwVJHfRYfeii7DXetSoE6EnfPZEXBBi1XEBHz/cm\nDJSawszdmoes3GOY+OdvkTWoK/ZmD8VHczLw9qfeny/YWyCl5de+b8N1BOmbtkVjuqrXt9t9fXC6\nPVj3jyu4Wl4tOYJAbUaPv8yKwYXEWD2i9WrsmpPhPRCOUEtdyE02F8osDtww2RTtmbUTB0KjYqWA\nRn6RCdM3ncSUD09AwzG4NyaCbM960NjIoO8n26MpbqQ1aW6F2JDrKxWHzhvRG598V4wlo5Jxf7wR\nP9+ulp0Kzth0CiuyUmT52BoVB1O1Azmj+0spfeJMtiWjHkCc0fs/wwiwu5TnwIjjJaRw+6Q0vHvo\ngvTz10b0xu3qQKdBXORt2WgPBepKPRbzyt8ekwKe57F77lB4eAEsA/zxk9rOnMFOveMjtVj/90uy\n9wuW2hTh00Qhv8iE5Z+fx7aZQyBAwJVb1dh+/GrAUOQVWSmI0HCw2F0Bw2A3TBkkDY2/03zJtgbN\nyySI0MB3L1762Q94Z+wAdInWQVXTndsj8NI8VFGfJsbq4fIop8qLeyLHMrhRaYdOzcqyalQcI8vE\nEV9XaXNBq+ZQdLtaVlPlX/LRGB1B+qZt0Zh6sqZsSKJWsVKkrj5lSqL9ITYUFIMZO2YPAccw2Doz\nHSVVDqyZkIq1X/+ImY/0wAf/95MUOe9g0MDl8eBmpV3x/dwCyBGsJ411BoUgX4clza0QG3J9/8Ws\nVrHgWGDi0G7gGAYsi4BuTd76QSagC+T/+99zeGv0A7JQ/eJn+sLh9qDM7JCa0oxMTsD7k9Jkrf+X\nZaZgx/Er2D5rCBgG4BgGAgT8btQD+M0v+kHNsdCrWRQUVwVNoWnLRntrU5/UY9/OtG63R2rp/Kt/\n7S05ZvvyigJqVHInpeHrczcxdZjcgQuW2iSmHouUWRxw8wLWf3MJzzzYBdnDe0KnZrFj9hC43F6H\n9JbFCQHAf315AQuf7hu0SUpzFUuHKtRBlCBCA1/dI47n4QUBHl7AHz/5p1RLLTakKLM4sHLsACnb\nQUlPrhw7AG99cha/GtEbeo0KJZUOdDRqEBuhgVbNKr6uc7QOVocLyz8/H3A98evG6gjSN22Phpbi\nNGSPvVPvCxXLYEVWSr3KlHJrUkG3zxqCtz+tzWr7cNogVNncMpvk/Ulp+OPo/rC7PHjzuQfgdPNQ\ncSwqqp2wOtzoHK1TfD+durHJj+2Pxs4Z9ACwwhsh1AOoFn8E78SJqCa7wyYk2HyWUKoZvNPr1k1O\nw5/+dkF2gpgYqw8ovv1oTgZeWH8cK7JSYHfxsoYfi57pizdq5rKIjExOwMKn+0HDMeBYBizr/b+j\nQStFaPyVgMfD40pFNW75OJZivneXGF1baF8dsnMG6zNrRkl+lmWm4O/nSzAxo5vXOVRxiNWrUWFz\nSZHqP37ibRojzq7sHKVDrEEDh8sNm4uXRfFyJ6VBp2alDl/i3z86QuWdA2RxIsGoRbRBBafba0hV\n2VxQcyycHh6RWhXuidYHtEVvz9xFM6tWX2w0Z1AZmjMYlJCX2WB6VKzPF/fbiyUWrD50Eb0SjJgy\nrJvcmJ04EBaHW8roSYzVY82Lqeho1HpnrzEMDFoWRRV2mX5dO3EgovQqOFwezNycJ7MfOkVpYXPe\n/QEZdRNtEK3+wYTyvOxrFdV4dUc+Fj7dB0atShaIWDc5DZE6FdweASqOxX/UNKcbl5YozcPWqFh4\neAET//xtgG2z9PkHwbEMDv9QgqxBXaFTs2AZBrwAaDgGt6xO2UxNaoQk0XxzBgVBaFM5BM0dfWjs\n9ZVqDeduzcOOWUNkERuxexlQWxMmpt+t+eoiXnm8F17ZUbso4yO1ASH1g4WlmPlID3SJ8eZiq1g2\nIELjf9pUbnVj78mfMSGjG3bOzoCHF2CqdqJLjA4dDFR83pzUJ/X4ltURID9i164Jf/5W5jiK/18t\nt0oHDb6zK3fNycDre85gzYRULH3+Qag5FtVOD8x2Fz75rgQfzckAz3uVfLxBA5PdDQYe9Iw3yuSI\n5wVoVRycbg9iVJpGn0C2ZajJEkGEDkr7sG/3w+IKb7dkjYpFmcWB/CITYiNU2D5rCMrMDsQZNPj1\n7jNSiqd4jUidGq/tzEeZxYEtM9Kh8bDoaNRg5+wMuDw8rptseHP/WZRZHNgzd2hA9gQAePjaecSN\n1ZGkb4j6UJ9mQxoVhzKLAy9u+BapSTFSOuc9MXoYtCx+vm3HS9vysHLsAMnO2J1XjN15xQC8doZ4\nbV+KK2xQcyyWfvZD0CHx8ZG6ABsb8B6ct0c7oqE0Nk20zdHcCrEx1w9m8APA7rlDIQiCFNl5e0wK\nfjfKg0ulFuzPv4aXhveEhgPefO4BeHjv0PhqhwtXb9tww2QLGsK/VGrB9E0n63WywvM8Hu3TSTrF\nER3RttrpMZS4U+oxzwuodijLj9g0xun2BDhdWpVyqtK9sd7hrnaXB1anB7mHLyC/yIS/LxiOX6Ym\n4oX1x+t1IlefdUDtzgmCCBWC7cO+zS9uVtmRe/gSloxKRkKkFtF6NeyuWietzOKQvT4xVg8BwJ9e\nTIVRy6GkyoEpHx6V7aMrD16QHEheENAlsrbJB+lIoqUJtg7sLg9KzXa43DzUHIs9czNwzeQde7Iv\nrwi/+tfeEAQBp69W4vtiEzZNT4cuSEq02KAw2M/KLI6gQ+L9bQtaIw2DcrNaAZ4XUGZ24FpFNcrM\nDvC8cqpusC5P526aMW7dMVTZ3YgzaKBSsd5mLzF63BcXgTED78V/fnYON6rsGL/+OB5dcRgTNhyH\n0yPgUGEJVh68gFXjArujdTCope5o9emo6hEQMJJi0b4CeMK+ijT0uVPXnWatEQAAIABJREFUsHKr\nE5dvWRXlRyza1ms4nC8xY8zaI3h42dcYs/YIHB4e70+Ud659f1Ia3DyP6ZtO4rk1R5BzoBBvPNUH\nI5MToOJY6XQcaJpOvM3d3ZcgCKI+8LwAlmHq1KO5k9Jw+kq5lEkxZu1RLP3sHCI0KuQcKMSvd58J\n6IC4atwAsAyQGKOHh4di5FHsvKjUX4B0JNHSiM1hfPE2TOLx/NqjeHjZ13j+/aO4Ul6Ntz89h5wD\nhZg3ojc+zi/Gw8u+xpL932Ngtw5YsOcM3vrkbEA3XbHLee7hSwEdyZdlpmBfXlGD6llpjTQMigy2\nMA05rVAq7hZrFXxD9GKTEKfbA52aw8Yjl5GZlhTgqL28/TQ2ThuM6ZtOItagwb6XhsHh5sEx3sLf\n7G2nA1JZ6uqoKgQZMN6YOlSiYdwp9djp9mD1oYvSLMnMtCSp+9auE1exYcoguHkhQFn+VGrFzhNX\npc60JpsL7x66gBfT7wswVnbMGgKOUU7puJtOvNTunCCI1kbcqy12N1ZkpUj7apxBg45GLVweD3JG\n94fN6cH49Pvw6fcl0j79q3/tjUidd3zE3G15eOeL88gZ3R9d4yJQZnYgqUOEVI9fV+QxWEMX0pFE\nS8LzQtB1sPPbKzLbYMHe2hRqcV41/nElIL36/415EDtmDUFFtQuROhWWfnZOqqfVazipHOXeWD3U\nLIO3x6Q0KM2T1kjDIGewhWnIkFdfg9/mdOPcTTPe+cLbUWzd5DTE6NVwuT24Um7FlA9PyBzGKJ1K\ncSFoVCyWjErG8s9/wNtjUtC1QwR4XsDNKrtiKktdHVWpLXXrUlfKpZi7vz//WkDN6LrJabi/owGl\nNd3vxMZC+UUmRGg4HCwsDWhxPvMR+QSZ4gpbTaMh5XQPJRmobx0gyRVBEK2NuFevHDsAfz19DfNG\n9JY1hVmWmYLP/nkDL9VE8MQ0+lsWJ7pE6xAToYXDxcsO1t6oqR3cmz0UHOvN6FEHSc0XG4Ip6UnS\nkURLUm51YsqHJzCsR5ziOjhxxaQ49qS4woZ7onWSvWqyuXBPTedPAQyMOhUulVnBMsDvRj2AOY/2\nRLnViT9+XNtdVLSNG9pHgNZIw6A00RamoacVosGvr0k5AYA3nuqDnAOFGL/+OMatP46SKjvijVrp\nWov2FUCnVk4xdfOCNBxerBk7X2LGHz7+PiCV5U4h+cYMOCVahjiDBltmpGPOYz0lRxDwysef/nYB\nF8osGL/+OMavPy6lfaYmxUgtoX1RGh8hKtX6yoAoZ74pqedLzIop0iRXBEG0NuJebbK5vCNytsnT\n4TcfvYxJQ+/D5A9P4PGV32D6ppMQAPTuZISbF7wppiwr7dVzt+ZJBq5o1PpGXPz1XZdob7M3JYOX\ndCTRkohrYURyp4B14JvSDMhr/0YmJ4BhGGkN5BwohABgy4x0xBk0sDk9UvnJr3bmw+HmkXOg1hEU\nZboh9oMIrZGGQZHBFqaxpxWiYN+stAekf/qG5cXHqp0eLMtMkZ4rtrded/iS7D19I5VlZqes+5M4\n+DsY7W0GXLjhcPOwOtwBhw+ZaUkBdX6L9hUgZ3R/3Burw6pxAzB/9xlJbv57/ENQcbWzs3yVan1l\noLERcZIrgiBaA3Gvzj18Ce+MG6CoR8UxEEBtKcaSUcnIOVCIDVMGoVe8Eesmp8la3oup+wO7pkgR\nl3ijVoogVjs96BSl7ASKkI4kWhJxLYjN53wprrBJDpbYf2L55+eRGKvHb59Nlo2JENfIX14eBrZm\ntJVoV+QXmaR06p4JRujVtTJdZg7sjB7MfhChNdIwyBlsYRo75FUUbIOWk20cYoqfGJYHvAvSoFVB\nq2KwY3YGPDwPDw84XB7sziuWveeNSpu0wHxHCRxZ9Hi9Fg21pQ5NROdryahk7zgRoxbZw3siRq9G\nQpQW8Ub5eJHiCht6xBuw4/gVDO/bCVtnpoNlvLMm3/rkLMrMTuSM7o/uHQ2I0HJSvQtQPxlobESc\nIAiiNfDdq5U6cMcZNIo67Z5oHZaMSobV4UapxYHe8UbsmDUEpWYHyq1ObD56GfOf7CPbf4srbNLe\nC3j3Xxjqvj/SkURL4RuMUApm3BOjx5FFj0OtYqFiGayZkAqG8TpxxRU2aWaxaLMKNRE9f3u4zOLw\nDpCP0cvsz8bW/9EaqT/kDLYwd3NawbIMjFoVFj7dRzbkfUVWCljG+3px6PeCPfK5RgDw94WP48ii\nx6VxFOVWJzyCgI3TBmP1oYvS8ymvOvwRlWfu4UtYMyEVNqcnQGbEAcgApKLtWY/eHzCn5+0xKUFl\nleoACYJoi/ju1TzPB0T4EiK1ATrNNy3O97C3V7wReo0KXaJ1GNi1thEG6UUiHBDXQqcordQUyVe+\nA7LIDN4B9Der7BiZnICpw7rLstTWTU5DfKROuu7Hrz4Mm9MDjyBApw6UfVonzQ85g63A3ZxWuHlB\nMuqB2jTRPXOHSo4ex0KxGYxezUmFuP4dTUXnoMzioLzqNoCoPPOLTLDY3Vj8l38GyEzO6P6ymZK+\n0T5fgsnq3XbGJTkjCCKU8d2r/Ydax+rVATpNKS2urnQ20otEuMCyDDoYtIjRa+oVzNCoOOzLK8Li\nZ/pJDQ4BSFFw3zVRUuWo046gddL8kDMYZrjcvGK4nBcEdIn2FqbbnB7smDUE//FpIQ4WlirOoPPP\nv16wtwC75mRQXnUbwVd5qjlWUWZ6JhilA4TGRPyoDpAgiPaC0iGur04TAJRbnA1Oh/eNPnoE78gm\ncVg96Uci1KhvMCPOoMH8J/vAbA/sW+C7JupjR9Q3gkg0HnIGw4xg4XK1ig2I0qybnIac0f3BsmzA\nDDqlxQkEjwIR4YW/86UkM2Kk2J/6RvyoDpAgiPaMr04T0+Iams7GsgziDJp6Z1kQRDgg2iB3WhMN\nsSPuFEEkGg+NlggzgrXLVbFMwOnK3K15YGtmGfkuFtGh9IXyr9seoqHSJVrfoBbLwU7qyq1O2fNI\njgiCILyIaXH+I5rWTU67YzpbfXUuQYQTLMugc5SuTvujvnYErZHmhSKDYUawdDvfrqAiwU5XKP+6\nfdHQFM36ntSRHBEEQXgR0+JWfXleGtGUEKnFPdH6O0YuGtstkSBCnTvZH/W1I2iNNC/kDIYhSul2\nDem2RPVb7Y+GpGjWV5ZIjgiCILyI+rCu7svBoG6JRFumLvujvnYErZHmhdJE2wjB0keDRWnExXlv\nbERAGinRvmmILJEcEQRBeGmsPmzo/k0QbYn6rBtaI80LRQbbCBSlIZoKkiWCIIiWg3QuQdQNrZHm\nhZzBNgR1aySaCpIlgiCIloN0LkHUDa2R5oPSRAmCIAiCIAiCINoh5AwSBEEQBEEQBEG0Q0LOGWQY\npgPDMF8yDHOx5v/YIM/7nGEYE8MwB1r6HgmCIAiCIAiCIMKdkHMGASwGcEgQhF4ADtV8r8QKAJNb\n7K4IgiAIgiAIgiDaEKHoDI4GsLnm680A/j+lJwmCcAiAuaVuiiAIgiAIgiAIoi0Ris5gJ0EQbgBA\nzf8JrXw/BEEQBEEQBEEQbY5WGS3BMMzfAHRW+NFvm+G95gCYAwBdu3Zt6ssTRJNC8kqEGySzRLhB\nMkuEEySvRHPTKpFBQRD+VRCE/gr/9gMoYRimCwDU/F96l++1XhCEQYIgDIqPj2+K2yeIZoPklQg3\nSGaJcINklggnSF6J5iYU00Q/BjC15uupAPa34r0QBEEQBEEQBEG0SULRGVwK4EmGYS4CeLLmezAM\nM4hhmD+LT2IY5h8A9gAYwTBMMcMwT7XK3RIEQRAEQRAEQYQhrVIzWBeCIJQDGKHw+CkAs3y+/5eW\nvC+CIAiCIAiCIIi2RChGBgmCIAiCIAiCIIhmhpxBgiAIgiAIgiCIdgg5gwRBEARBEARBEO0QcgYJ\ngiAIgiAIgiDaIeQMEgRBEARBEARBtEPIGSQIgiAIgiAIgmiHkDNIEARBEARBEATRDiFnkCAIgiAI\ngiAIoh1CziBBEARBEARBEEQ7hJxBgiAIgiAIgiCIdgg5gwRBEARBEARBEO0QcgYJgiAIgiAIgiDa\nIeQMEgRBEARBEARBtEPIGSQIgiAIgiAIgmiHkDNIEARBEARBEATRDiFnkCAIgiAIgiAIoh1CziBB\nEARBEARBEEQ7hJxBgiAIgiAIgiCIdgg5gwRBEARBEARBEO0QcgYJgiAIgiAIgiDaIarWvgGCIAiC\nIGrptvjTBj3/ytJnm+lOCIIgiLYOOYMEQRAE0QAa6qwRBEEQRKhCaaIEQRAEQRAEQRDtEHIGCYIg\nCIIgCIIg2iHkDBIEQRAEQRAEQbRDyBkkCIIgCIIgCIJoh1ADGSIoPC+g3OqE0+2BRsUhzqAByzKt\nfVtEC0NyQBAE0fKQ7iXaKyT7LQs5g4QiPC/gfIkZs7ecQnGFDYmxemyYMgh9OkXSgmxHkBwQBEG0\nPKR7ifYKyX7LQ2mihCLlVqe0EAGguMKG2VtOodzqbOU7I1oSkgOCIIiWh3Qv0V4h2W95Qs4ZZBim\nA8MwXzIMc7Hm/1iF5zzEMMwxhmHOMgxTwDDM+Na417aM0+2RFqJIcYUN/z97dx4fdXUv/v91Zs1k\ngcSQgBpURBajDUIQEFuLpaV6pXItuAEqiyxay/15rcptS/XK9XtF9NpaF5AqCogb6JWrdem12t6q\nqATU1iilCJogSwgJZJnMen5/zHw+zGRmskCSmcm8n49HHpDPbJ+ZnM+Zs7zP+3j9gSSdkUgGKQdC\nCNHzpO4VmUrKfs9Luc4gsBh4S2s9BHgr/HtrzcC1WuuzgIuAXyul8nvwHHs9h81KSYEr6lhJgQuH\nzZqkMxLJIOVACCF6ntS9IlNJ2e95qdgZnAI8Ff7/U8A/t76D1vrvWusd4f9/AxwAinrsDDNAYY6D\nVdeONi9II2a7MMeR5DMTPUnKgRBC9Dype0WmkrLf81IxgUx/rfVeAK31XqVUcVt3VkqNARzAzp44\nuUxhsSiG9c/jpRvPl2xOGUzKgRBC9Dype0WmkrLf85LSGVRK/S8wIM5Nv+jk85wIrAWu01oHE9xn\nPjAf4JRTTunkmWY2i0VRlOdM9mlklFQsr1IORFtSscwK0ZZ0KbNS9wpIn/LalaTs96ykhIlqrb+v\ntT47zs/LwP5wJ8/o7B2I9xxKqT7Aq8Avtdab23itx7TWo7XWo4uKJJJUpDYpryLdSJkV6UbKrEgn\nUl5Fd0vFNYObgOvC/78OeLn1HZRSDuAlYI3W+oUePDchhBBCCCGE6BVSsTN4D/ADpdQO4Afh31FK\njVZK/S58nyuAC4BZSqmPwz/nJOd0hRBCCCGEECL9pFwCGa11LTAxzvEtwPXh/68D1vXwqQkhhBBC\nCCFEr5FynUEhhBCiJ522+NVkn4IQQgiRFEprnexz6DFKqRrgq3bu1g842AOn0xGpdC6QeedzUGt9\nUTc+f5s6WF7TTaqVoa6U7PeW1PIKbZbZZH82keRc4kvGuaRymU0FqVQ+uks6vcdULa/p9Bl2pUx8\n3519zx0qsxnVGewIpdQWrfXoZJ8HpNa5gJyPOH69+W/Wm9/b8Uqlz0bOJb5UOhcRkgl/k0x4j90t\nUz/DTHzf3fWeUzGBjBBCCCGEEEKIbiadQSGEEEIIIYTIQNIZjPVYsk8gQiqdC8j5iOPXm/9mvfm9\nHa9U+mzkXOJLpXMRIZnwN8mE99jdMvUzzMT33S3vWdYMCiGEEEIIIUQGkplBIYQQQgghhMhA0hkU\nQgghhBBCiAwknUEhhBBCCCGEyEDSGRRCCCGEEEKIDCSdQSGEEEIIIYTIQNIZFEIIIYQQQogMJJ1B\nIYQQQgghhMhA0hkUQgghhBBCiAwknUEhhBBCCCGEyEDSGRRCCCGEEEKIDCSdQSGEEEIIIYTIQNIZ\nFEIIIYQQQogMJJ1BIYQQQgghhMhA0hkUQgghhBBCiAwknUEhhBBCCCGEyEAZ1Rm86KKLNCA/8tPR\nn6SS8io/nfxJOimz8tPJn6STMis/nfhJOimv8tPJnw7JqM7gwYMHk30KQnSYlFeRbqTMinQjZVak\nEymvojtkVGdQCCGEEEIIIUSIdAaFEEIIIYQQIgNJZ1AIIYQQQgghMpB0BoUQQgghhBAiA0lnUAgh\nhBBCCCEykC3ZJyDSVzCoqW3y4vUHcNisFOY4sFhUsk9LpCkpT0J0jFwrvctpi1/t1P1333NJN52J\nEKlN6r7uIZ1BcUyCQc32/Q3MW7OF6jo3JQUuVl07mmH98+TCFJ0m5UmIjpFrRQiRiaTu6z4SJiqO\nSW2T17wgAarr3Mxbs4XaJm+Sz0ykIylPQnSMXCtCiEwkdV/3kc6gOCZef8C8IA3VdW68/kCSzkik\nMylPQnSMXCtCiEwkdV/3kc6gOCYOm5WSAlfUsZICFw6bNUlnJNKZlCchOkauFSFEJpK6r/tIZ1Ac\nk8IcB6uuHW1emEbsdmGOI8lnJtKRlCchOkauFSFEJpK6r/skNYGMUuoi4DeAFfid1vqeVrdfAPwa\nKAOu0lpviLgtAPw1/OvXWutLe+asBYDFohjWP4+XbjxfsjqJ4yblSYiOkWtFCJGJpO7rPknrDCql\nrMDDwA+AauAjpdQmrXVlxN2+BmYBP4vzFG6t9TndfqIiIYtFUZTnTPZpiF5CypMQHSPXihAiE0nd\n1z2SOTM4BviH1vpLAKXUs8AUwOwMaq13h28LJuMEhRBCCCGEEKK3SuaawZOBqojfq8PHOipLKbVF\nKbVZKfXPie6klJofvt+WmpqaYz1XIXqElFeRbqTMinQjZVakEymvorslszMYL8hXd+Lxp2itRwPT\ngV8rpQbHu5PW+jGt9Wit9eiioqJjOU8heoyUV5FupMyKdCNlVqQTKa+iuyWzM1gNDIz4vQT4pqMP\n1lp/E/73S+AdYGRXnpwQQgghhBBC9GbJ7Ax+BAxRSg1SSjmAq4BNHXmgUqpAKeUM/78fcD4Raw2F\nEEIIIYQQQrQtaZ1BrbUfuAl4A/gceF5r/ZlS6i6l1KUASqlzlVLVwOXASqXUZ+GHnwlsUUp9ArwN\n3NMqC6kQQgghhBBCiDYkdZ9BrfXvgd+3OvariP9/RCh8tPXj3gO+1e0nKIQQQgghhBC9VDLDRIUQ\nQgghhBBCJIl0BoUQQgghhBAiA0lnUAghhBBCCCEykHQGhRBCCCGEECIDSWdQCCGEEEIIITKQdAaF\nEEIIIYQQIgNJZ1AIIYQQQgghMpB0BoUQQgghhBAiA0lnUAghhBBCCCEykHQGhRBCCCGEECIDSWdQ\nCCGEEEIIITKQdAaFEEIIIYQQIgNJZ1AIIYQQQgghMpB0BoUQQgghhBAiA0lnUAghhBBCCCEykHQG\nhRBCCCGEECIDSWdQCCGEEEIIITKQdAaFEEIIIYQQIgNJZ1AIIYQQQgghMpB0BoUQQgghhBAiA0ln\nUAghhBBCCCEykHQGhRBCCCGEECIDJbUzqJS6SCm1XSn1D6XU4ji3X6CU2qqU8iulprW67Tql1I7w\nz3U9d9ZCCCGEEEIIkf6S1hlUSlmBh4GLgVLgaqVUaau7fQ3MAta3euwJwB3AWGAMcIdSqqC7z1kI\nIYQQQggheotkzgyOAf6htf5Sa+0FngWmRN5Ba71ba/0pEGz12B8Cf9BaH9Ja1wF/AC7qiZMWQggh\nhBBCiN4gmZ3Bk4GqiN+rw8e69LFKqflKqS1KqS01NTXHdKJC9BQpryLdSJkV6UbKrEgnUl5Fd0tm\nZ1DFOaa7+rFa68e01qO11qOLioo6fHJCJIOUV5FupMyKdCNlVqQTKa+iuyWzM1gNDIz4vQT4pgce\nK4QQQgghhBAZL5mdwY+AIUqpQUopB3AVsKmDj30DmKSUKggnjpkUPiaEEEIIIYQQogOS1hnUWvuB\nmwh14j4Hntdaf6aUukspdSmAUupcpVQ1cDmwUin1Wfixh4ClhDqUHwF3hY8JIYQQQgghhOgAWzJf\nXGv9e+D3rY79KuL/HxEKAY332CeAJ7r1BIUQQgghhBCil0rqpvNCCCGEEEIIIZJDOoNCCCGEEEII\nkYGkMyiEEEIIIYQQGUg6g0IIIYQQQgiRgZKaQEaIrhIMamqbvHj9ARw2K4U5DiwWlezTEmlEypBI\nN1JmhRAiOXpT/SudQZE0XXUhBYOa7fsbmLdmC9V1bkoKXKy6djTD+uel7YUpukeiMidlSKSa9upH\nKbNCCJEcyah/u7PzKWGiIimMC+myR97l/GVvc9kj77J9fwPBoO70c9U2ec0LEqC6zs28NVuobfJ2\n9WmLNNZWmZMyJFJJR+pHKbNCCJEcPV3/dmWbOR7pDIqk6MoLyesPmM9jqK5z4/UHuuRcRe/QVpmT\nMiRSSUfqRymzQgiRHD1d/3Z351M6gyIpuvJCctislBS4oo6VFLhw2KzHdY6id2mrzEkZEqmkI/Wj\nlFkhhEiOnq5/u7vzKZ1BkRRdeSEV5jhYde1o8/mM2O3CHEeXnKvoHdoqc1KGRCrpSP0oZVYIIZKj\np+vf7u58diqBjFLqZMB45W+01v4uOQuRcYwLqfXi22O5kCwWxbD+ebx04/m9IquT6B5tlTkpQyKV\ndKR+lDIrhBDJ0dP1b1e2meNpszOolPo3wK61vit86H2gHnAATwH/2SVnITJOV19IFouiKM/ZxWcp\nepP2ypyUIZEqOlo/SpkVQojk6Mn6t7s7n+3NDF4OfCfi91qt9UillBX4E9IZFMdBGjKip0mZE+lC\nyqoQQghDd34ntBsmqrVuivj1N+FjAaWUK8FDhEhJvWmDUJFcUpZEupEyK4QQPSed6tz2OoO5Sim7\n1toHoLV+EkAp5QT6dPO5CdFlZINm0VWkLIl0I2VWCCF6TrrVue1lE90ArFRKZRsHlFI5wIrwbUKk\nBdmgWXQVKUsi3UiZFUKInpNudW57ncElwAHga6VUhVJqK7Ab2B++TYi0IBs0i64iZUmkGymzQgjR\nc9Ktzm2zM6i1DmitFwMDgVnAdcApWuvFsq2ESCeyQbPoKlKWRLqRMiuEED0n3ercdjedV0oVA4uB\nO4BfAYvDx4RIG7JBs+gqUpZEupEyK4QQPSfd6tz29hk8H1gPPAmsARQwCvhQKTVDa/1ut5+hEF1A\nNmgWXUXKkkg3UmaFEKLnpFud21420fuBf9Zab4s49rJS6iVgJTC2285MZLyuTssr+3Zlhp5I5yxl\nSSRbZ8u5lFkhhOi8Y21TpFOd215nsE+rjiAAWuuPlVJ53XROQqRdWl6RGqTciEwg5VwIIbpfptS1\n7a0ZVEqpgjgHT+jAY9ullLpIKbVdKfUPpdTiOLc7lVLPhW//QCl1Wvj4aUopt1Lq4/DPiuM9F5Fa\n0i0tr0gNUm5EJpByLoQQ3S9T6tr2ZgYfAN5USv0M2Bo+Vg4sC992zJRSVuBh4AdANfCRUmqT1roy\n4m5zgTqt9RlKqavCr3tl+LadWutzjuccRGqJnIoPaJ1WaXlFaki3dM6ReiK8VaS/YFDj9vnTtpwL\nIUS66GybIl2/x9vsDGqtH1NKfQMsBc4KH/4M+A+t9f8c52uPAf6htf4SQCn1LDAFiOwMTgHuDP9/\nA/CQUir1P9U0kUqFtvVU/OpZ51JS4Iq6CFM5La9IDUY653QrN/FCUVbOLOfE/CzyXenxZSJCurNe\nNcrJvsMtaVnOhRC9Xyq1LY9XZ9oU6RxS2m6op9b6Fa31BVrrwvDPBV3QEQQ4GaiK+L06fCzufcL7\nGh4GCsO3DVJKbVNK/Ukp9Z1EL6KUmq+U2qKU2lJTU9MFp907GIX2skfe5fxlb3PZI++yfX8DwaBO\nyvm0nop/8K0dLJ9WljZpebuKlNfjk27pnA3xQlEWrKvgk6rDSb0uO0LK7FHdXa8a5eTBt3awbGrm\n1Y9dRcqsSCfpVF5TrW15vDrTpkjnkNL2wkRRSl1MaJ/BswBNaOZumdb698f52vG6ya1LS6L77AVO\n0VrXKqXKgf9WSp2ltT4Sc2etHwMeAxg9enR6lsZukKjQvnTj+R3KftTVIz+tp+K3VdVz7+vbeW7+\nOIC0H13qKCmvx6c70zl352hnolCUbIe1U9dlMkiZPep469X2GOWkus7NfW9sZ8nkUvJddkoKXJzY\n15X0+jFdZgSkzIp0kk7ltbvrwM7oivqoM22KdF6m0t4+g/OABcBtwJbw4dHAPUqpknABPVbVwMCI\n30uAbxLcp1opZQP6Aoe01hrwAGitK5RSO4GhEeeYtnrqy/R4Cm1np8I78p7iTcXXNHpw2Kwp2wgW\nx647y3ln0zl35Fy6O/wjUShKvduXNl8mov169VjLvfG4gNasnnUuD761g21V9SxYW0FJgYuXbjw/\n6Z2udA6REkJ0jWNpW3ZHe6Ar66O22hSR566UYlJpMW9WHjBvT5fw/fZmBm8Gvq21PhRx7I/h2cK/\nEB6pOEYfAUOUUoOAPcBVwPRW99kEXAe8D0wD/qi11kqpIkKdwoBS6nRgCPDlcZxLSujJL9PjWVvV\nmZGfjr4nYyr+gT9sZ2r5QApzHBTnOSlw2bvoHYtUkaxGY7wvHKBD59Ldo51G+Y88j2VTy7jvje1p\n82Ui2q5X2yv3iRpE8R63fFoZ976+nZpGT8qEh6bSjIAQIjk627bsrvbAsdRHne2Uxjv3FTPLAXiz\n8kBahe+31xlUrTqCAITDM4/rhbXWfqXUTcAbgBV4Qmv9mVLqLmCL1noT8DiwVin1D+AQoQ4jwAXA\nXUopPxAAFsY7z3TTk1+m8RqfHS20nRn5af2einKd7DvcQo7TistuMy82i0UxpCiXf/n+UBasrZCR\n5V6sO8p5e5V4oi+c/n2cHTqX7g7/MEJRXrxxPM2eALsONnHfG6nV2Bfta6tebavcF+Y4EjaIjMcV\n5TrNsNBmb4AVM0dhsVhSJhQznUOkhBBdo7Nty+5q93akPopsN7gcVvYf8XSqUxrv3Beuq+D5Bedx\nx490SofKt9ZeZ/CIUmqE1vqTyINKqRFAw/G+eHjd4e9bHftVxP/6DyZAAAAgAElEQVRbgMvjPG4j\nsPF4Xz/V9OSX6fGsrerMyE/kexo5MJ+f/XAYt2/8NO7FVuf2mR1BkJHl3qqry3lHRhYTfeE8N39c\nh86lJ7KUWiyK4rwsgjmaHKeNh6aPTKsvE9F2vdpWuW+rQeT1ByjKdcbUnStnlnPmiX1SpmykayZf\nIUTX6Wzbsrvave3VR/Ey2C95+W+dan8mOnetNScXZB/X+fe09jqDtwCblFKrgQpCyVvOJRS6ObOb\nzy3j9PSXaUfWVsWbcSnMcbBmzhi+qm0m22Gl2RvgjOIc/IEgX9U2YbdaKM51YrNZot7TwgmDzcYM\nxM4Syshy79DeLJ3DZmVSaTFTyweS77JT7/axdXctSin21DW3uW4v3vN2ZGQxUdkKalg961yyHVbq\n3T5WvLPTXKsa6Xhm0jurs2seRWpJ9Pdrq373JCifLT4/FqVYNHFIVN1pZJtNpYGynrxGhBCpqzPf\nYZ3dusFoA9htFmwWhdsbv50Rrz5aObMcq+Xo80S2G7Id1rh1sNsXIBjUcTuzvWkArL19Bv+ilBoD\n/ASYFT78GTBWa72/m88t46Tal2miGZchRbl4/EFzFKWkwMWjM8t55eNqRp1WSGGOA18gyEl9sqLe\nU77L3uYs4frrx/aaCytTdWSWrsBlZ9HEoSxcF5oFnlRazE8nDuWKle8nfExbz9uRQYRElbbWOqoc\nL59WRv9wuY3UnVlKRWZIVL/nZ9n45og/bvkMajjU5OHUwuyUHyiTa0QI0Vkdbfd2ZO10ZJshcumF\nzx/E7QvS0OLjk6rDnFqYjdNmiapT692+uHXwzgONNHn8ccNFU63NfjxUKDFnghuVmgKUaK0fDv/+\nIVBEaIbwNq31hh45yy4yevRovWVLaiccTWZq7tavrdH8+JH3Yi6O5+aP48rHNsccXzNnDNc+8aHZ\nwP/FJaXYLAqXw4o/qPH5g+bjVl5TztJXKqOeY1JpcaqtGUxqKyYdymtrNQ0eLnvk3ZiyETmDUdPg\n4RcvfWrODJ6Q42D2kx/FPOb5BeehdSju3mqBSx+K/7yJyumLN46nOC8LSLCp+zXl/OZ//x6T+Svy\nccnWyfog6a3udCyzPcH4OwaDQQIas1wX5jjYd6SFOzf9jevGD4oaHHt4+igefnsHV485lUH9cpj5\n+AdtXldpSsoscNriVzt1/933XNJNZyLaIeW1G3Tkey5R22LJ5NKorMpGfWg8pz8YoKHFz566FjOS\n7YQcO8V5WVweHoCG0ATFbRcN49YNR+tgI4lbTaMnYV2bjDZ7d7QL2gsTvY2jSVsAHEA5kAusBtKq\nM5gOkhUiFq+xvG7u2Lij0R5/MO7xQ01equvcjByYz3XjBzHjdx9ENbyHFuXGnSU0vFl5gKVTzubF\nG8fT4gtiVeByHJ0VTJc9rDJZxxZtB6MavhsWnhf3MTUNHqY8/K6Zoaso10lRrpOFEwab4aUKjdaw\nfFpZVCW+fFoZaMzwjnizFsFgMKojaLyuzx/svg+oEyRVf+9g/B1bZ0rOz7JR2+TFFwiVw5oGr5kg\npt7tw6JCdeLcb5/O//t9JQ9PH8VP1m9N+xFoIYSI1JF2b6K2RX4447wR0rmnrhm7zUJji59rn/gw\n1BaAmAggu1WxcmY5C8IRSjWNHlwOK+vmjmX/kRbq3T7ue2M726rqzdc/1nM3dEUbtrvaBe11Bh1a\n66qI3/8Sztp5SCmVc8yvKlJOvHVX+460xA+tC//b+nhtkxcgZm1gdZ2bBWsrWH/9WHKdVpZOOZvi\nPGfc51AWRW2jN25o6o6aRmkYp7iOxNAHNFHlo7bJG/cxeVk2Rg7MZ1tVPQvXVfDAFefgDQTNx04q\nLeakfBceX4B7X98e1ZC+9/Xt/OKSM6lt8pplpHWlXdPgSemwZEnV3zvUNnl54A/bowZAjNDoG9ZV\nsHrWuZQUuMx9A+HoiLex1+SblQf4l+8PZc2cMdisFlx2GQwTQmSOtvbiNf6/80Ajs5/8yOzwFeU6\nObGvKyqqorrOza0bPuWZeeN46r3d3Hf5CPr3ySIQ1Nz7+udMLR8YE7XWFe2CrurEdVe7wNLO7QWR\nv2itb4r4teiYX1WknHijLlprlk8ro6TABWBeYI0tPu6/fETU8ZXXlLOxIjRuEG/Wr7rOzYEGD/84\n0MTsJz/iX5//hGVTy2KeIxAMsu9wC0W5TvNx89ZsYX9DS9wLwOiAitRgxNBH/l1bz2AEgtEzyyve\n2RlTFpZNLeOe1z5n4YTBQOjvfWJ+VlQncmr5QH771t/p67Lzi0vOBOCe175gwdoKaho9ZqWZqIx0\n5FyTSRIq9Q5ef4Cp5QPjlt0lk0vJslt4ePqomPK/saKKh6eP4q3K/ZQUuHDZrew/0oLTGmo47D0c\nmj0PBhMv9RBCiN4g3vf18mllrHhnp/n/B9/awciB+SyZXIrdauHeaWUoRdzvUV8gyMTS/hx2+7jm\n8Q947E87WXzxmWaIfle3CxJ14jrbhu2udkF7M4MfKKXmaa1XRR5USi0APjyuVxYpJd6oi91q4e5X\nP4+ZcfnPH5+NzWph6ZSzzRhstObWHw6ncm8DQa2jMjS+Vbmfi791IvnZdgpzHOZsz31vhGZzzhyQ\nB8B/vFppbtRpxGpvq6pvMzTVCAuQsNHU0JEkEhalosratqp6nnpvF8/MG4c/GGRPnZv73tgOwNDi\nXJ6bP45mb4Cg1lF7rQ3om8WNF55hrjc0ys1T7+3iuvGDuO+N7W1Wkqme8KI3ZSrLZEa5ivw7ntQ3\nK2amcM2cMTR5A2TZLAS15peTz6KhxcfCCYNZ9P0z2HfYw4l9XbT4g9z96t+iNjWWCAkhRG/W+vva\nbg3NZf3mqnOwWBQ/Xb8NICYx4dPhxISRS0yavQGcNgtnnpiHAtbMGQPAV7XNPPjWDoryHDx9/VgU\nkOWw0i/Hedz1a1d14rqrXdBeZ/Bm4L+VUtOBreFj5YAT+OfjemWRUuJlRSrOc1LT6DFDl8AI37PH\nTSDzyIxRPDd/HN5AkN0Hm7nntS8oynNw0/eGcOPTW6Ma7EZHb+krlTy/4DwzkySELpDbN37K2jlj\n+PuBRjZWVBEI6oSZnoywAGkUpYb2YuhznFZWzCw3s4mWFLi4bvwglr7yGVePORVvILRm77aLhnFN\nOCFRSYGLJ2efy8//aTg3P/9JVOx/Ua6T6jq3WW6emTeORc+EvhhWzzqXgNbUNHjidvRSeRuH3pSp\nLJMV5jhwe6OzhWbZrdwQrhMhtDawcm8DSyaXsrGiipu+N4S5T202O4q3XjSchhY/gaCm2RvgxgvP\noKbBy7aqegkdFkJkBOP7uvU67KH9c6lp9LBkcmnMEqW7X63kydnnUtPgicor8MAVIyg5wcWXNc08\n9d4ucz33/VeMYMU7O5nxuw9CYfnhJSbHq6s6cd3VLmhva4kDwHil1PeAs8KHX9Va//G4XlWknHiz\nJAUuOyuvKY/K7vnojFEcbPTGjHAU5TpRYHYSjU6fRWF2BOFoR2/1rHM57PZRnOckqHXCsNKlr1Sy\nYmYofPT+y0dwywvRHYF7X99u3l8aRakvGNTsPexBKaJmnI3BgbnfPp1srCyaOMSsuCH096065I7Z\nFPbWDZ+a2cSMY76IzmRk5Z9ugwWpPnMpOsZiUZzU1xWVrKDZG3+UePiAPG794fCo7Lqzzx/EwQZP\nTAKE2y4axtWrPpDQYSFERqlze2hs8fPT7w3hhqe3UpTrZPm0MrIdtriJCe/40Vkx7Ymbn/+EZ+eN\nMyOJWmdy3nGgEa3psoRyXdWJ6652QXszgwCEO3/SAezl4s2S9MtxmI32fnlOlr0WWmDbeoRj0cQh\nUSPdkbN78Ro9h90+pq14v839BevdPqrr3CxcV8HSKWdTkGPnvstHcFK+C6uCm9ZvMzM9Gc8rjaLU\nE5lBSynFvDVbWDK5NO4i7WZvgCH9c2nxxYYFJ9oU1sgmZjyHw2bhoekjo2av03WwIJVnLkXH2WwW\n+uUerUuzHfFHib3+IIfD9Z5hQJ8sc4Ycjg6CrA2HNknosBCit0mUedPvD7K33kOjx8/Nz//NjAp6\naeseFn1/SNx61R+MP+HgD+qY9dzVdW5+sn4rS6eczdeHminKc1KUl3Xcna2u7MR1R7ugQ51B0bvF\nu+iA8B4tmo0VVUwtH0j/PllMLR/I3/ce4dGZ5fz2rb+bU+v98pxxL7aAPhreOXJgPgsnDKYwx0FB\neO0gQEOLP2rUPDKU1HiebIeVm9ZvC3Uc80OZS2saPVGvJ42i1OP3B/nmsJsGjx+X3YrTbmHJ5FKK\n85ysmTOGe177nJoGL4smDuG0ftnYrRZsFnDZLTGVerM3ELeib/YGzP8/MmMU2Q4r7gQzLzJYIJLF\nYrGw9JVKinKd3DJpKE/NGcPX4TUqNY0elk0tY9Wfv2ThhMFR5TyQIHLCqFtXXlMuocNCiF6jrcyb\nBxo9LFxXwf2Xj6C6zs0V5SX87IdDcfuC+AJBs10RmX/CZlFMKi029zaud/tCy4+0jlnPDaH69ZTC\nbH72/Cdt7jHYWak8uCudwQyX6KJz2ixc+8SHjD+9kJ9fciYWpbCgGD4gj7NP6oPbF+DWi4ZTfchN\nIKjxB+Kv6TvY6DU7jq2n4lfMLKcg206jx8cRd4C1c8agLIpdNU1R+7tEzhJaw/Hbsp4qtQWDmoNN\nHpo8fvYf8ZDjsHLPa5/z0+8NMWcESwpcrLt+DI0tgaj1gytmlpNlt8SsK+yX6+CBK0ZErRn89ZXn\nUJTn5I+3fJdAUNMny0a+y0EgGH+7ChksEMlSmONgzZwx1DZ6osrwipnl9Mt14A0EmXfBICwK1s4d\nw+6DoY7iwcb4ZTnLbuXp68dycl/XMe1VJXu2CiFSUVvbJ/gDoaiherePOycP559GnERNg5cFayso\nynWyaOIQ/u2fzuRXPzqLQFBT3+xDo1k0cWhUe+LRmeXocGcwXv26t97d7h6DvYl0BjNIvAaAsQeW\nMVvTx2XHblUoFA9PH0lxnpMmb4CahhYz5npSaTG/nFyKPxBKaW4kinlkxqioRDErZpaTn23DabNy\n20VnMmt1dKjTwnUV3Hf5CLIdVm5+/mPzuX86cag56xc5SxjZmJf1VCFd3ajryk1RIzfZznHa+Pkl\nZzLzd0fLQFGuk2AQs4I2jtU0eDi9KAeX3cqGhefh9QexWhQ2i0KjWT9vLP6A5kCDB5tVMeN3H5hl\nbuU15RTlZclggUg5Fosi12nj2idi68Hl08pQStG/j5NdB4/OFq6eNZosu5VHZ5ZzQ0RDZuU15Vgt\nCq01dW5fp67T7tq0WAgh4ulsu6KtzJu5WVb+77YLCWrN2Sf1waoUB454+O3VI+nrskfNChp5JRZN\nHBKTb+CGdRU8dPVICnLsMQPPkZFp7Q0i95aBNekM9hKRBdLlsOIPanz+IEoprArsNgv7j3hiGgBF\nuY64i2e3fVXLqNMK+WJfI4B5IY0cmM914wcxfdXRBvhD00fS2OLHalE8N38cgaDGYlEcavLy0/Uf\n84tLziSQIGa7X66DWauPJkt4s/IAAM/OH4c/oNl1MDRLWNPoiWnMp/KUe0/o6kZdV26K2nqT7ZKC\nUAKNolwnRblObrtoGKf1y6HJc7TSHzkwPyYt9P2Xj+Dxv3zJdeMH8dR7u7j1ouHooMZpD625uut/\nPouq4BesrTBDOmSwQHSXthoAicLuDzZ5cPtiGzlFuU7ysuwxjZGXt+3hYKOXWzd8SlGuk6VTzuaU\nwmzsFkVds5fLV7x/TNdpd21aLIQQrR1LuyJe5s1JpcVkOSzsqfdww7rQLODP/+lMXA5rVHKtZVPL\nqGkI7d3X4guy/PIyIP5egwU5Du5+tZJ53xnMksmlDOiTRX62nbtfrWRbVX27g8i9aWCtvU3nRRow\nCuRlj7zLTeu3sX1fAz9+5D3OX/Y2V6x8n3/UNLHzQFPcBoDHH4y7ePbCMwfw0B93kJ9tNxN3jByY\nz73TyqLuX5TrxO0NsPjFv3LJg3/hysc2s6fezU/Xb+PGp7ey+OLh+AJBc71XpJICF1al4mZ/qm30\n4rRZGFycw0PTR7LppvPT8gLrTl21iWlXP1+8Tbar69wsWFfB/VeM4L+uHEFJgYvaRi9Vh5rNcrFw\nwuCYx9zywidce95p3L7xUzOr4pyntvDd5e9w1WObuW78IHPtqfEYI6TDGCw4uSCborzj3ydICIiu\nb89f9jaXPfIu2/c3EAzquLftrm0y6+TI8m5YNHFI1Oy4kXzrpoiMutuq6pn95Edc98SHoBQ/Wb/t\nmK/T7tq0WAghWjuWdkXrDeYnlRazaOJQ6pr8ZkfwZz8cRqPHH7fuvGXSUH72w2E88+FX7KxpwmpR\ncdufALf+cDhFfZwM7Z9Lfrad9Zt3c+elZ/Pu7Rfy0o1ttzu7ug2WTDIz2AtEFsglk0tjUujevvFT\n1s0dmzCbUryR6qDW3HbRcLLsVoJa8/JPzueEHDtBDfdfPoJ6t48V7+xk4YTB5si1kSmv2Rsw054/\n/pcvuf3iM3HaVMxU/K+vPId9R1ribgh6Qo6dy1dGj3znuyTEL1JXN+o683xtzYzE22QbQuXKbrXg\n8QdQKB586+/UNHh5aPpIWnxBBvTJYsnkUt6q3M/E0v7mQu/Ti3K4P5xFdukrn8WU7citJUoKXLgc\nVmoaPDIjKLpFWzNrQMxtBxo8/Cy8JY7Vosx1r+NPL2T+dwdjtyqWTC5lxTs7Acx60GFV/PrKc0Lr\nXsL17baqegLB2Ey7nbnuu2vTYiGEaO1Y2xWFuQ423XQ+Pn+QgIYrVr7PmnB2emM/wUdnjDLbnb5A\nkLwsG32y7FjCy0r+fcpZfLG3kUff3snyaWUx+wy2+ALMferorN5vrjqHK8ecyoA+Hcse2psG1qQz\n2AtEFsh8lz1u4VQqtAF3tiPUuQsENVl2K7bwiElkqN5tFw3jmsePbva9fFoZW3Yd4pIRJ3GoyWtm\nYvrZD4fRJ8tmjtJEhvc9OmMUV5SXMGXkyVwXXiMzqbSYNXPG0NDiJy/LhjcQ4KWKvayefS4H42wI\nGrmZuIQxxerqRl1Hn6+90Ij8LBvNec645erqVdH7UL68bQ/+gDYby5NKi7npe0PMtaeTSosZPqCU\nbKeNfxxojNpsG0Jl2wjhKClwsWbOmLjh0DKrLLpKew2AyNtGDsynKCLTcq7Tht2meGHhOA42+sx1\n1Ea4vccX5JYXPjFDqSPXad9/xQgaWvxYLRYmlRabIfXQuete1tMKIXrKcbUrrhlNTpaVYFCbg8kb\nFp5HYY6D8acXEtSYCemMtoOxDY/RDt28s4YpI0/mpa17zFD7r2ubGdA3y9ynFUL19r88+zEv3jC+\nw22F3jSwJmGivYBRIAHq3b640+FBrVny8t+457UvAFj84l+ZtuJ91ry3i5Uzy83HxNvse/W7u7jw\nzP5c+8SHTFvxPktfqTTXcLkcNhZNHBIT3nfD01u5aeIQnnpvV9R6wGuf+JB9R1q49okP2Vvv4Zrz\nBtHU4o+7IejCCYPN95Cuoy3dqXUoxfE26jryfMGgZt+RFpo8fpZMLuWW7w9h9axzcdos7D3sxucL\nsPdIC59WHWJFO+Xq9o2fMu+C0/n/nvvYPD61fKDZETTWp8743Qf86Ld/YcnLf8MdnnU2lBS46Ouy\n86dbJ/DijeNx2a29JmxDpKbI+tZgNABa37ZwwmC+rj0aGlqY68BhteIPYCaEgVA5rWvycUt4UMSI\nuIi8Dq594kOmPPwu01dt5qbvDWFSabH52p257iOTb3UkFEoIIY5VW+2KYFBT0+BhT10z+460MG/N\nFsafXsgfbr6ANXPGYLdZyHGEtqS6a8pZXL1qM9NWvM81T3zIzPNO5eG3d8RtO8DRdui00adw+8ZP\nmVjan9lPfmROgBxqit7P1XhMSyc2me/qNlgyycxgLxA50rvinZ08PH0kh5p8ZDusNHsDDDzBxX/+\n/vOYMNKRA/O5YFh/AJ6+fiw1DR7ys2NnFqeWD4wbl71kcikWBacWZse9qBpafCy++ExumHAGBxo8\nZpiTMXuZ7bDi1xqr1RL38bGbiaffaEt36uqMqu09X+uRu0mlxfziklLqm33sO9LCxooqfjpxKMW5\nDk7tl8f/fFzNmjljONTkjVuujLC5yNnDocW5ZhhynyxbTAfy1g2fsnbu0c22l00tY/kbX7D0n79F\nbaOXJo+/14RtiNTU1sxaMKhZf/1YDjR4qG3yMqBPFndu+oxlU8t46r1dHGrysXBdhRnuFMlYmw3R\nER63XTSMFl8wKjz/xqe38tScMcz99umUFLg4sZPbS2R68i0hRM9I1K4AotoTGxaex/jTC7n+gkFm\n+zC0h7ALu9XCDa06ejc+vZUlk0t5s/JATNvBaGtGtjHyXfbQxEhQ47BZcNnjz+pZO9F86k1Z7aUz\nmMI6mrLWKJBGfPXBJm9UdqUVM8vN7Eon9c0yY6xPyHGw/I0vqGnw8sjMUFpeZ5xp70SbchbmOAgE\nNYfDs5GR95lUWow/oLl27dEpe6NBZMxeNnsDWJXihGx7u5uJr5hZTkFE57ArP7901tWNuraeL3Kt\nVOSsXeTf95WPq7l2/CC8/iDTRp9ipnleeU15gnAKi7lm9Gc/HBYT4mGEChuq69xYlGLDwvOobfLy\n1Hu7mPed02lo8ZlbWfSWsA2Rmtpq3OyoaYzqJD4zbxw1jR7ue2M7918xwtxWIhCM3ZfVSLJVXec2\n68iiXCe5Thu3btgadZ3d98Z2DjZ4uOWFT3h+wXnJ+iiEEKJdRrvCaJPtPexGKcUDf9hu1oG1TV5+\nOvGM0KRFRPt1+bQyBvTNStgGNbKQR7YdjDqyptFj1rXN3gDLp5VxsNFLQY4Dp9MSs45w+bQyXI72\n2wq9sW2ptNbJPoceM3r0aL1ly5Zkn0aHdDZlrXH/fYdbovZTgVBjeOmUs3nwrR3ceelZ/GR9dMPi\n5W17mHneqdz49FauLC/h0pEnUxMe2d5YUcUvLik1G/2Rz7lu7liavH4Ksu3UNvmi9sFaM2dM1H5a\nxmPWzBnDPa99zuzzB5HtsHLnpkqK8hxR68RKClw8eNVIPP4A/ftkseNAIxsrqrj7srIOd3y6KOVv\nUq/uZJbXeFuVuL0BvtjXYCYOMmL1DUbGr4Xrjm7+ekphNnvr3Wz6+BumjDw5al2psbl8kyfAoYgB\nDINRbmc/+VHUsWfmjaNy7xHyXXaK85z86/OfUNPoMZNwtF6/2l1rBlPwCyHp30ZtldkU/Ly6VE2D\nh8seeTdqpvvBq0fiDwY53OwjP9vBhPveAeCK8hLmXTCI6roWcwT89OIcDjZ4+JdnPzbXDLb4ggmv\nCwCHzcJT7+3i5h8MS9dQz6SfcCq0C05b/Gqn7r/7nku66UxEO6S8HqN4bTKj07atqp4ryktY9P0h\nXPXY5pj67tn54+IeXztnDPsjEnRF3rZ0ytn0y3Xwyid7mDziZFp8QRw2RbbTxoaPvuY7Q4s5ucBF\nIAhur5+DjV5OLczmtMIcLBaV8PsqDbeT6NBJJXVmUCl1EfAbwAr8Tmt9T6vbncAaoByoBa7UWu8O\n3/ZvwFwgACzSWr/Rg6fe7Tq7F5Rx//svHxF3BOW0ftksmjjE7Agax2/f+CmrZ53L7Cc/oijXyXeH\nF0fN9jw8fRRvf74vJhPoipnlPPPBblb+325KClw8Oftcnp8/jppGL/uOtHDYHT8e22pRLJl8FvsO\nt3DnpkozEQjAM/PG4fEHONjoxWKB1e/uYmr5QDNT5B0/ajvUL/LibT3q1N7nJ46KrOxaJ7IwKvDI\nkDaDEU6cKKFQUGvuu3wEJ/XNQgN3v1rJm5UHmFRazM8vKU1QbnPM2RKj3NmsihXv7DQ7gEYZKsxx\nsK2qnvve2M6SyaUU5jg4Kd/V4cxgx/oZpckXQlJlwucVmVhm5MB8Fl88PCph0tPXjzVn+y4bdTLe\ngI4aAf/NVefw3IdVZuSGRSlOL3IlvC72HXZz7+uhhlTl3gap24QQKStem9ZYbrTinZ3Mu+B0/IHo\n7PYjB+azcMJglCLuxvDeQID+fZxx68jTi3Jw2S3MPG8QNgsENASCmvWbd3PBsP4xA9ND+udgVaHO\nHpDw+6q37tOatM6gUsoKPAz8AKgGPlJKbdJaV0bcbS5Qp7U+Qyl1FbAMuFIpVQpcBZwFnAT8r1Jq\nqNa61ywMSpSxzu0LsKeuOWZk3bh/fZyQzZICFzaLhSH9o2OqAW6ZNBSHzWI2nlsvwP3J+lBctlKw\nZHIpQ4pzCQQ1y9/4wsxmV13nZtbqj1g65WwKcx1srKhKGK7nC2hqG1u48rHNUe/tzcoDzP326eZx\nYxbxluc/MX9va8uARKNOrTNPytqxkNajXgUuO3VuX0xHOtFWJatnnZswnNhI+9x6IbdRPg41ebnp\nmaP7pL1ZeYCrx5waP7zTqrjnx99i4AnZ7D3cwpL//hs1jR4znOPfN1Wa9y0OZzDdVlXP0lcqWXXt\n6G7pCIJs3N1ZmfB52W2hLJ9TywcytDjXDFuC0Pu9+9VKHr9uNIeavLT4gty6IXod9r88+3HUNikA\nf7n9wrjXhUJzpMXP4ouHm/W51G1CiFTRuo2RqE07pDiX+64YgdZwpOVo+9UI/zTaEkY2eo8/SLbD\nyt2vVvJvF5/J7oPNcevIL/Y1MLR/Lo0tfvq47Hyxr4F8l51RpxXGtE8WrqtgyeRSlr5SycpryinK\ncyb8vupN20lESubM4BjgH1rrLwGUUs8CU4DIzuAU4M7w/zcADymlVPj4s1prD7BLKfWP8PO930Pn\n3u0SpazdeaCR2U9+FDOybtx/xTs7WTa1LGrU4/7LR+D2+Znz5NGO0kPTR+IPaDOTozFyHW9UZkhx\nLnarhdP7KWxWC4eaWsyO4MiB+dwyaSgD+mbhtFlDM36XnoUvoFk7dwy7Dzbz4Fs7qGn0sGxqGVl2\nS9TamMj3Vu/2mb9X17lpaPGzraq+Q1sGJBp1uufH32Lm4+MI0KUAACAASURBVB+aryFrx+IngjHC\nOyNnhPNdjoRblWTZLTwyY1RUaG9RuDOW6DGDi3P4pr7F3E/QWOQN8OBbO3h0ZnlUqPGjM0bx9aFm\nFr/416hw0ZED82nxBenfJ4uFEwazsaKKm38wjJP6unpsIXdv/ULoLr3x82rd2HHaFDd9bwhbd9cy\nfECe2aAx9g2sd/vIy7Ix96ktUftj1bt95t6aQ4pzWXlNuTnzrRQx9fmyqWVYLcoM0+7MWhchhOhu\n8Qbn14cjI1q3+4Iabn3hE37+T2dyYr7TXMe3cMLgqE7bm5UHqNzbwPp54/D6A/xy8llorcmyW7j/\n8hFmJmYjUs1utaA1nJDjwGZRFOeF1l9n2WOjmqrr3Ga7ZcHaCtbPi78vt1HX98a8BMnsDJ4MVEX8\nXg2MTXQfrbVfKXUYKAwf39zqsSd336l2nY6um4mXsW75tDLufX07EDuyXuCys3JmOQvWVXDfG9t5\ncvYYAsEg2Q4bWmt21jRF7dtX1+QzQ5RGDsznzktLsUbsOdh6VKakwMUjM0axYcsupo87zQx3Wnzx\n8KiL0MhkurBVo77R42f1u7uY8+3TGTYgN2bKP/K9Qejiys2ysWHheZyU78JmVVz7yHsJZxYSNTZP\nyncxcmA+NY2etE3529Vad5zjZYv9yfqtrJkzhm/q3VEV38iB+SyaOARvQNMny84DV5xDlt2Cy2HD\nblU8PH0Uh5q8cRMK1Tf7zNj+1usFivIcuOwWlk4521xDlWW38Mon+1k5s5xf/vffzNdvXS5XXlPO\nkKJcbDZLj80y9dYvhO7S2z6veI2dJ2efS5bNwneH98cX0Cz4zmkx4UgrZ5azetZoPH4dsz9W5MCK\n0bkLBDRPvbcrquP41Hu7uHrMqVHX660bPuXFG8cn+VMRQmQyo33r9vnZd7glqs35H6+GZt0WrI0O\n9bz39c+549JS/AFNi09z7+vbzSi0eG26hhYfjS3+qHbnQ9NHcs+Pv0WO00a/XAf7Drdw8/NHb//t\n1SO5638qqWn0mOH6iSYjquvcWJVK+H3VW/dpTWZnMN6QfetsNonu05HHhp5AqfnAfIBTTjmlM+fX\n5TqzbqZ1xjqAm9Zvi1pjZ4xUBIOaHTWNEA7lzHfZyXFaONjgZ+5Tm2Ma3wADTzja6bvj0lKUUuyt\nb0k4KlNddzSVb32zl0dmjKK20WtekMZ9DkV0Mo1jNzy9lSdnj+HGC8/g3zeFLshn5481z9UXCJLr\ntFHT6AEwG0ONLT5OyHEwoE8Wew+725xZSNTY/Kq2mYemj0ybhBU9UV5bd5wTzeQdavJitSizTMRb\nP3j/5SMIaG1unj2ptJglk0t5dMYoMxV0SYGLxRefGZVQyJi5NUIzEiUpWj3rXLLsFrNsxCuXC9ZW\n9Hi4YW/9QjgWHSmzve3zaj2gUpTrpKbBE3VtPH392KgyXV3nZsG6ClbPOpeF66IHY1qH59+64VPu\nu3wEGph9/qCo510xs5wl4cERQ3WdG18n9sfKdKnULhCiPelQXttLEPNm5QGWTjmb5xecxzf1bmqb\nvOZtV485lSUv/421c8ZQ0+hhwdqKhBnI+2TZzQ4lhOq+m9ZvY8nkUnwBTX1zbBv0p89sM0Pw7361\n0pw4idc2NpYkJfq+6k3bSURKZmewGhgY8XsJ8E2C+1QrpWxAX+BQBx8LgNb6MeAxCGVh6pIzP0ad\nXTcTmea/psFjNogNxkiF8bzLp5XhsFoACASJ2Zfl9o2fsmbOGGoaPFQdChXwhRMGm7OERblO7ri0\nlKVTzk64d+AZxbmsfGcn08edwmlx7hMvsUh1nZv6Zi+B8MLc6jo3Lb5gVDbKZ+aNNWeF6t0+7n09\nlBb4xRvHR4XBJppZKMxxJLzAH5o+Mm3WJfVEeW39WcZbZzqptJi+LjsOmwW7RfHbq8+hINvJzMej\nG7e3vPAJS6ecHRPKsXxaGc/MG8c39aF1rIkSCg3tn8cz88YR1Dru7YfdPvYfCZihcok6ronW0naX\n3vqFcCw6UmbT5fPqaORG6wGVyE3iIVQmaxo8ccuq3Ra9r2qiMl2U56TR4yfbYWXd3LEcDoeZHnZ7\nE34XiI5JpXaBEO1Jh/LaVoKYBWsrKClwYbFY8PsDTFsRvaLLaDfuO9JiLj9Z8c5OHrhiBKv+70um\nlg+kMMdBcR9nwrbCkOJcglpT2+hNGAYKoTbKLyeXcs+Pv0WW3cqAvlnc9T+fmUuSVl07OrxExpHw\n+6o37tOazM7gR8AQpdQgYA+hhDDTW91nE3AdobWA04A/aq21UmoTsF4p9V+EEsgMAT7ssTM/Rsez\nbqatkfW9h90U5TqxKGWOiGxYeF7c19IabnnhE4pyndx/+QisFkUgqM2p/H/fVMnCCYOxWy1xO19f\n1zYzZeTJrN/8NfO/OzjmPonWA9Y2eVn6SqU5E3Sw0Ru15sxutXD1qg9i3rcx2t3ezILFojgxPyuq\nQ2nsMyONpGitP8uNFVVRYbtG2NrsJz+KClura45fyWa3WqtkhOcqhTlznGiUT2vN1as+YMnk0ri3\n9++TxdJXPqOmwcuSyaVmkpjW90u0lrY79cYvhO6U6p9XW5EbQFQnMcdpZfWsc8265qT82KyftXHC\npUsKXPj8wXYHY0oKXNQ0eMLJv0JrovcdaeHOTaHEX633x0rnWVYhRPpL1L41Nns36qh49aLRbtyy\n6xBTRp3M09ePxaJC4X6tQ+jXzBkTt77ccaDRnAxpKwy0pMDF53sbzERd795+IXdfVsYdP4rt9KXy\n91VXsyTrhbXWfuAm4A3gc+B5rfVnSqm7lFKXhu/2OFAYThDzr8Di8GM/A54nlGzmdeAn6ZBJ1JiR\nidTREd3IkfV3b7+Ql248Pyp5zKKJQ6JCNo0LrvVrWVQopGnhhME4bBb69wml+Tfuu62qngVrKzjS\n4mPZ1DLzuDHT9uBbO7h946dc/K0T0WhWziyPus8JOXYenTEq6tjD00ex4p2dVNeFNgldPi2USObV\nT/bw/ILzePf2Czkp39XmZ9PW+zfkuxwM6JvFLS98woK1FbJOMIHWn+Xdl5UxrDiX9dePZcPC87j1\nh8Pjhq3lZdnj/o2avYGYYwC2cIipkdjI+L9xnxUzy7nntc+prnObiY8ib18+rQybFeZ++3QzdOQ/\nX/ucR1uVueXTQuXSONd5a7ZQ2+Ttvg9Q9EqJIjcONnnYvr+Byx55l/OXvc0vXvqU6rrQfq5XPraZ\npa9U0ifLFnNtGIMsrevQVX/+Mqqsb6yo4pFWdebyaWWckGNHa83qv3xJIBhaY7itqp6aRg/9+2Tx\n4o3jE9aFQgjRkxK1b0sKXGYdBaDRrJs7ltWzzmXkwPzQfU4IrbmeMLyY/3ilEodNEdSw80BTTFvk\nntc+5+Hpo2Lq1Y0VVRTk2OmX64hpazxwxQhWvLPTXNpiZNM32phFeU5OLsimKM+ZsfWobDrfQ4JB\nzcEmD82eALsONpkZNrtiFiMY1Hx9qNnc0BjiJ9pYNrWMXGcoOUfkqPITs0bT0OLnX549mll07dwx\n/OfvP+ffLj6TAw0eM325sWbxz7dOYP8RD/9buZerx55GIKixKDjY6CXPZeVggxe71RIaNe+bxY8e\nepeSgtDmoVWHmln9bvRGyV21D1kXb2ydUZvOG59ds9fPd5e/E3P7+4sv5FCzL2oB+CMzRpHtsDJr\n9UdR5eyp93Yx7zuDyc+xo1DUN3vxBYIEghq7NZRR9oziHL5z79HXicxeu+NAIyve2ckvLjmTu1/9\nnEUTh3BavxyybBZOcNnZ3+jhQIOHwhwH//r8J1FraSE02ndyQXY3f2IpJ+nfYum6ITLAnrpmzl/2\ndszxP992IdNXHd3weOU15VEh7hAKq/7JhUf3cTWugz9v38/M8wbhDwb5+/5Gsw41yvrwAXkEg5pm\nb4A8lw2tIag1DquF3/zvDn7yvTP4sqaJM4pzcNqt+PzBlA2xPUZJfxOpUGY7u+l8Z8km9V1GymsC\n8dpwK2eWc2J+Fvmu0IB8zO3XlHNCjgN/IMie+hae+MuXXHveaZxamMP+Iy0EgjpmGzKA/7npfL45\n3EK+y85J+S7qm718c7iFFe/spCjPwS8nl6JQ+AJBrBaj/aFDofctfho9fpq9gahN5nux1N90PlO0\nd5Ecb0G0WBTZzuh1YNuq6vnz9v08N38c/qBGKcXLW6sZeWoBi1/8a9RIy5wnt7Bh4Xk8O38cgaBG\nAVl2C7PPH8Tu2uaoxbgQnmG0KIJas/L/dvPh7nrunVYGKBo9fv7f7z83G+clBS4zBHDlNeVYLXDK\nCdn8+5SzsFosUe8h3poiIOHegok+i0ya2u9KxmdX0xA/zOKrQ2765TpYO3cMwSBYFNS7veQ4HVHZ\nDl/eticU45/r4ECDh9OLcnB7/VHbmCyfVkYgqGPKrBFKbKwxOLFvFr++6hx8Ac2jb/+D976sZf31\nY5keTsyx8ppyWT8lukSidclWRbtr/N6sPMAtk4bx3Pxx7D3cYg58fO/MAew73EJxH2dUB9Io68/M\nG0eQUGewj8uG3Wbh0+rDnNQ3i/e+rGXR94cwbEBet+2XKYQQXcFow71443hz0uOX4X2BjQit1pEX\nC9ZW8Nz8cSilOLFvFr+4pJQDRzz4AkFqm7w4EixX+uZwi9lGePr6sVHJ6u6achZ76tzc+/p2cx1g\nZJvC2KaqpMDFqmtGJ+vjSjlJCxPNJPHCjxasqyAQpNNf8MGgpqbBw566ZmoaPATDSVn65ThZde1o\nc2p8Umkxk88p4crHNvPd5e8wfdVmJgwvZkhxaOP5ldeUM3Jgvnk+X9U2c9Vjm/mmPrT5caMnwL2v\nbyfLbokJ+1wxsxyttRnnva2qnkNNXn72wic4bJaorKBGmNTT149l07ZqzvvPt7nysc18WdPML1/6\nK9v3N5jvweiMGNP1QFR41mWPvBt1f9E9jDWFkX/zR2eM4sS+Wbzw0dc0egJct/pDLrz/T/z0mY85\n2OBlY0UVVz62mRXv7GTKyJNZ+kol37v/T/zshU84cMTD2ve/YsnkUp6bP44lk0u59/XtOGyWmHCP\n5dPKzHCOlTPLcTmszPjdB3z/v/7E8xXVVNe5ORCRmCNeeKmEBotjEa/cr7p2NC5HdPiTscYvUklB\naH9NbyDI3a9+TlDD4hf/ypWPbebm5z9GKWLq0eXTylj0zDaueeJDsuxW/nvrHvYdbjHXVD9wxQic\nNgs2i6K6vpk9dc0cavJI/SeESEkWi0KhmPn4B8x+8iO2VdWb4fZuX+yawqJcJ4eavFwVbqfO+N0H\nOO0WGlp8Zthn65DPyDbC8mllgOaeH3/LnND41cufcfWqD8wJicjkMZE5Dqrr3MxbK0tKDDIz2AO6\nasPl9kIpW29FceVjm6M6oMYWD1c+ttkMYzKSrNSHsz3euuFT1s4ZgwZqGj1cveoDRg7MZ8nkUgpz\nHPTvk4Xdqmho8VFygstMZFDv9lHT6OG+N7abs0TN3gANLT6uXvWBOTrD/+2OyjLVVjbVjmZf7eLQ\n0IxnsSiGFOXy3PxxtPiDfF3bzK9e/oyaRg/r5o6NySh6w9NbeXb+OOZfMJi+LruZeMa4feG6iqhN\n4yFUqXt8QR5+e4c5m9LiC5XbxRcPp9kboCDHjs8fbDMxx7aqeu57YztLp5zN4OJcXHb5+4tj01Z0\nQlsJl4x6OBDU7D7YzKKJQ2K2P5m+6gOemTeWe378LQb0zaLq0NGRa4Abng5dI/XNPh6dMYoWX5AB\nfZ0caPBEhWUvn1ZG/z5ZmRDaJIRIQ4nau5H7WBsWTRwSk/X+xqe38vT1Y/n5JWfy/179nNnnD2Lt\n3DFYVCga7WCDl8UXD4/KOr9kcikzH/+Qt/71u3EjhSKTxxj/N16vs+3w3ko6gz2gqzZcbqtzZGRp\n8voD2CwKty+2EV1d58ZoPxgdMiP7ZlBrnps/jnq3j2ZfgF++9DceuGIEN4fXYy19pZIVM8s52NhC\nQY6T6roWhg3IIavAxQsLz0OB2UAypuNDG4puN1/PGJ2J/L2ti7EjneiuWmsootW5fbh9QXP/QIM/\nGD+ts8cXZNqK9xNmsT21MNu8BoxG7cFGL4smDmXrV7WUDTyBmgYPtU2hWcbrxg/izk2fceelZ8dc\nOxsrqqI2r61p9DCgbxYl+S75m4vjkijMvHUnscBlj/rdaoEjbj8PvrWD/7pyRNxrYP8RDyfnuwho\nHTUwYtx+Wr9sDjZ4afT4uXrVB7z1r9+N2U/r1g2hOjsvyy7h8EKIlJOovWuP2LPYaAec1i/+FmY1\nDR4Kcx3MPn8QWXYrWsP6D3ZzxZhTuXzl+61f0sxYqhQ8Oftcqg6FZgCbvQFOyLFz56ZKs91htEmN\n85IlJSHSGewBBS57zEjyipnlFER0jjqirc7R7tomvqptJj/bzgk5DjQ67gUZiAgxMhrpR1p83LR+\nW9S53TXlLPzBIGvmjAHAYbNQ1+Tlp88cXff16MxyXvm4msnnlHDDugqKcp0snXI2p/ULLf5d9toX\nUWsHI0dkjN/buhg70onu7N6Nom2RSWRsFkVRrjPq87fFGd0rKXBhDXfCEqXTt1mVOfDQ7A3QL9dB\nfbOfoNac2i/P3JzbyD779OaveLPyAHf8SMdsKXLzD4YxpCg35fesE71HvE6i8XswqKmub0ajqWn0\noHX8Nbe1TV6cNgsuhy3u7Xvq3Mx8/EOemz8utC671VpFOBrmJKPZQohUFG8bsIemjyQQ1Azom8WT\ns8fgsCm8fs3+I56EdSXAkRa/GZ22cMJgnLb4awibvaG9iJ/78Ct+dE6JmefCSHL3H5edTb7LzsFG\nT9QyJllScpR0BntAndvHg2/9PSrJxoNv/Z27LyvrVIcl4YiL1cLXh5qjLoBHZ4zi0RmjohbWPjJj\nFKv+/GXMY42OIBwN6zMW3BrevuW7MdP5N6yr4Nn547gqHI5aXec2F+aumTMm6qJ7ZMYoHvrjDvN3\nI+NkWxdje3sLQteF4Ir4s6zGSJrRqbdYYvc4Wz6tDBXuhxlr+CKz2K6cWU6Ow8rpRTmhZECBIMvf\n2M5140NZFltv1v2T9VtZMrmU976sxWGzMqy/K27HTzr7oqe1DkkvcNnZUdMYShKT52TFzHKe+/Ar\nVs4sZ0HE4J+RWXRA2cnc+/rnMdfIozNG8auXP4tq2Ow70pKw4dOR0WwJn0+e7s4OKkSqMsLtn5s/\njuo6Nw6bwqIUV4TbicZEQkG2jWWvfcHD00fFZGF+6r1dTC0faEaTGdFpy6eVxa07Gz1+7n19Owsn\nDDYnXeBo2On668fSPy8Ll8PKc/PHEdChJIn9cjJ3K4nWpDPYA7z+AG9WHuDNygNRx+/4Uec6LAUu\ne1R4nNE58gdiG9Q3PL2V3159DqtnnYvVonDYLDR6fLz3ZS2A2Ui3WmDJ5NKobSNah3Qa2UPjdbri\nreky4sMjZ4IKsu38x2Xf4o4fBVFKYVVw92VlbTZQEq3hibx/V4XgpqPONPY6ct94s6xGWJrRybco\ncDmsUX9bl8PKkfCs77aqep56bxerZ52LI5z8wmmz4PUH8QWCFOY6CAQ1U8sHct8b21l88fC45ccY\nCJCOn0gVxmDJA3/YHsqWm+PA0zeL/95axXeGFpOTZcOiFBOG///snXt4VNW5/79rrplkEhJCAkiC\nXApIoEEyEG6elpYjYonl2IAoBOUiEKnltCrCqU3raY49IHBsrUKAWu4oCOVIsYpKSz0/kCoBoRhE\nRNCEW0LIJJnJ3Pf6/TGzd2Yye8jkMrfM+3mePDCTvXfWzH73u9a73ltPpOvV2DY/H7fMdtSa7dh6\n7BJW3D8Uj/7xY08YlF3Kw05N1KCm0Yoakw3rZxtgsjmkUCa5jZeeKQmt7mZT+DxBEJFC7H/913PX\nUTSuPx7Z1KJ+hceRUGOyYefxr7FjwRjcNNkkXbngngFQMIa0JA02zDFIqSOiXiwpyMHQXslgjGHp\n66ektatcpWdxPapSKdBdpQWSwvtdxApkDIaBzjBYBIHjQo0Jv/vgC2kRkZmsxR3ddLjaYAngHeO4\nd92HyErTYfv8fPzPe+5ze6UkIDVRjRfersB7FdWSG99kdUo94BQeV48YtmeyOmU/g9iwvuX7OrUS\nQ3olw+ESoFYqkKnXQqVqe/Ha1gyBYLyHXZG2LPZaHjs5JxO/mJrj2SRwezfqLA402Z2yGwPZ3XVS\nPmlVnbsXUKEhG4lQwu4SsO5vX+KR/DsBuO/9Y+P7Y/Whz7Hi/qH46Rufuhe5RQb0TNHA6uB4+s3T\nkryIocIt5eeOVB2V0yeiilqzHS+97/ZoizvTi/+lHx64O8snBeDVWSPRZBfQaHWim06NzBQtHsm/\nE/WeIl2Ae9NEjLz42zMT0T3J3bLFKXA8sbPZ+OuZkoA/PTEeVqcApWcjJph2RBQ+TxBEJEnTqfHA\n3Vm40WBFVZ1FCvUUo+PMNqfk5QOA4okDAQCPjuuHBLUCP/ZKXVo3Ow87PvpaWpeUHqzA1vn5+KbW\n7FMwJtB6Ih6cAx2FjMEw0FaDRc6L4z25ix7GrDQdDjw5AQzyeVzig/HqrDzYnC4su+8u6LVKOAX4\n7NRk6LWw2F1S/0Hx4Xt76T1ISVDj94cv4MG8PrK71CkJKr+QqE2PjoLJ5pR2wUO5Kx2M97Ar0pbF\nnvexI7NT8dj4/lKfvsk5mVg6abDPYlasMiv26FEyBqPFgbIjFwEAv542zCf8+Lcz70bPFC32Fo+T\ndvYeG98fK985h+KJA7F4ezme2FGO1xeOxSuHL2Dd7Dws8Zy/r7wS64sMeKKF/JAhSEQbdqcLhYZs\nyRAcmZ2Kmfl3SnoOcOvSJrvLbyFzR6oWV43y+TFX6ppQ9NrH+HDZRGSlyYdEt2esFD5PEESkqLM4\npJSjyTmZPptoYm2K9CR3BIVWpYBT4OiZkgCBc6mGANAc6lk6bTj2lFdJa9oNRy5i1ti+PuvSQJWe\nu7pzoDMgYzAMtMVgCeTx6Z4o7/622F0oPfgZ1s4YIXlcxBBQlZJh2/x8rHznnOQB3FBk8KsIWTxx\noF+Y6ZKdJ7Ftfj5KD36GQkM2FIxh5Tuf++Q9vvjueTw3dSheePscSqcNR/8eSUjUKqFSMPzwlaNh\n25WOxzDCtiz2vI8tnjjQp+x9oSHbL8ZebPshxug/tee0J4TNXfJerWTYPj8f1Y3uliQvvH1Ouvag\nTL0UAnqq0ogF9wyQritwjkk5PfHKXy/4yNHBT6uwZV4+VAqGRK2S4viJqETU297P0i2zPShduvPx\nMbirt3whsZL/PeuOptCooFYrkaHu+C52PIfPEwQRecR1R9mRi3hp5t1+LalEQ1FcZ4htIrbOz5dd\n24gRSnek6rDjo0vYU16FC9UmPDtlCLYvyAcDw/UGK/qkabFn8Tg4XQJUnqg0Wk+0DhmDHkKdbB+s\nwRLI47Nn8Thpchfd7elJGnc/wEa7n6HWI1kDs83ls2tdVedudr9r4VifhUKgOOt6iwPvVVRjwT0D\npD6C3kVlxKpPpyqNUk7Z/iUTYLHTrnSoactiT6NSYnJOJgoN2RiUqfcJBQ107wdl6rFlXj6WvXna\nqxfaSbz00N3QaVQQBI50vRaJGiWKJw5E2ZGLKD1Y4VN4qGV/H5WCYVCmXjZ/9vtDe+HpN09j/5IJ\npLiJqMF7XlCrFOiTmiA9d6k6tV/13Du6JfjoYfE5q2m0odHqbj3h3Yc1Xa9BjcnW6bvX8Ro+TxBE\nZBF1pkIBfPDUd9FodUCtdLeVUHhFGXmvP5btPSOtHb6pbZJd21ysMaP0YAV2LxqLf83phbfP3sCp\nSiOW7T3jE8105JmJkuFJudLBQ8YgoivZPpDHh3N3if2WOStiGBIDcLXeipXvfI4akw1b5uXDbHPK\nXqvR6vCpyNRkd8k+fNWNNmlBLxfOJ7YA8L62aEzTrnRoactiL02nDhgKGijG3iVwWB0uyRAE3CFw\nCWqFTxuIVYW52FdeiWenDEG6XoM1h85L1xB3+8SKX1qVImCOqdGTT0UbBkS0IDsvzBmFLfNGY+7m\nT5r1oqdqc4ZeCw53Pov387H12CWkJ2nQMyUBGckaqQ/r6um5UABSn9jO3nyMx/B5goh3IllFWBA4\nLteaUWuyI0Gt8EknWT09V1qfinpR3CwWN9cA4OXDF7B+tgFP7Gxer6ydMQKv/b+vsKowF7fMdvzm\nL59L0UmZyVo8tec0AGDz3NFwCtxnw5typYODjEFEV7L97QypIT11eP6Hw/HQho/8wpC83e2JGiU2\n/v0iiicOlL2W6LoXC9H08eR9/XT3p36LmFdn5UHB3OGE5ZduYufjY6Tm4K/+7QIeG98fF6pNUn6Z\nqHxoVzq0tGWxJ8buy4WCysXYryrMxepDn+PJ7w/CyOxUySBcOmmQX3sR8TrL9p7BrsfH4D9+MBQ/\nn5oDtYIB4Fj70AhwAE6XC/+27hgy9Fq/3FPRMI3FDQMq3981EQSO6w1W/3lh+wn8acl47F8yAU6X\nC71SBsHqEFA6bTi+lan3q5q3fN8ZbJufL4Var5udh598fxBumuxI1CjRaHNiQA+9JDOdKU/xGD5P\nEPFMpB0bRosdNxqssDoE/GzPWR9d6O39E/Xi0x4jzjuKqMZkQ49kDV5fOBYC51ApGDjnWHbfXdh7\n4hvk9UtHjcmGL6pNKD1YgdJpwwEAz04ZIruuOFVppE3mICBjENGVbB/IkFIqgGv1Frg4lx2rt7t9\n5Y++jT3lVQDgU6yj5QMihvPtXzIeGz+8iDcWjZWuabY5seL+oT75htvm5/sk9gJAxbVGyRD1bgVA\nu9KhJ9jFXiD5HtorGS88mIvUBBXeWDQW1+utqDXbJfmouNbo01aib3ribWWvutEGh0uQYv9Fz+DS\nSYOkHphVdRa8+O55lE4bjgEZSfiqxow1h86HJFQu1ER64iVCg3hfA0VWOJwC+qQloqbRhlf/dgG/\nLMiB0aL0yx8Uj6+3OKQNlSU7T+L1hWNRb3Hg+QMVxhaK0wAAIABJREFUqDHZpE1HkieCIDpCpB0b\nFrsLy/aewdoZIwKuFcT/N1qdkhPBO4poVWEuOOdIUDNcr7f79cp++/SV5j7Vc0ahZzctXpk1EjM3\n+m/EiWvTWNtkjgRkDCK6ku1bGlJqlQImq1MqyPLGorEBw+wA90OQ4ClAICbYbl+QD0EANCoFSg9+\n5hP6l5Wmg7HJgXkT+kOnUUAQGB5cd9QnN3HRdwYiNVHjUxpdRDQqWoY60a505BG9DECA9h8alXSP\nGIDpZR/5nF9VZ8GAjCT87Znv4vLNJlwzWm5btbbWbPfJG1y29wx2LBgDp+Dbi1LMMT26/HsY3qcb\nXpk1MiY3DCI98RKhQbyvJQU5svLOGHPnzCZpsOL+oRAAuAQB3ZO0AcPtRarqLLjRYIXZ3hyCLW46\nkjwRBNERIu3YEJ0VgdJPvGsIdE/S4O/LJuJavRWcc6y4/y4YLQ5sPXYJ8+8ZgD6pOr9IpCU7T2LX\nwrGob7Ljkfw70bObFt2TtLhib5L93N79ionb0/bGb10QUWCy0nQAEPGwRtGQ6pOWCAbmUwSGc47V\n03N9xrqqMFcq+5+VpkNGslb6fY3JhgZPD7nSg5/hJ98f5HPu+tl5SFAr8OK752G1Cz7KRPQeTi/7\nCBqVAple1xXxNipiaSHf1RG9DA+uO4ond53yk5myIgPSPLt0QPOGiDdZaTp8VWPGU7tPw+4S0E2n\nxrrZeX6yt6+8UpLBlrt/NxqsqLxlkb22RqWU5DwW5SfSEy8RGryr4K0q9Ne1zx84i/M3GtFgtcPi\ncOGq0Yof7zqF33vapngfv3p6s24W36s126VnxHvTkeSJIIiOEGgeD5djI0Ht/vtyulPUhWLutUoB\nvPB2BfRaFZbtPYOZG4+j9GAFFtwzAKve+RxCgCi4a0YLHnjlKOZt+QQWu+u2n/uOVB1FVgQJeQYR\n3cn2LRcICsawr7wKm+eOhkrJwMDwm79USO72siIDUhOV2DIvHwoGuASOTR9+BaPFjpKCYVArGbbM\ny4exyQ6rwwWTzQkFY1g6aRB0GiVcQuAm8pQLGDvcNNuk++Qdmpnd3V2V68+fVqH7hAHgnEuN51ve\nW7HsvXdI8cjsVOxeNBYCBxQMEDjHo+P6+fQl9N79a7K7cGd6YpeUm2iKKCA6D/G+nqo0Ys2h8ygp\nyEGvlASkJWlQ32RHoSEbL71/Hs9OGYrF28ulkCgxNH/b/HwoFQxqBUOTwyU1RfbOxS40ZPs9ByRP\nBEF0hEiv0XokabFhjgGLt5djzSH3muPO9EQoGINKAax9aAQ0KgUYABd3V8JvtDpQOm04EjVKGC0O\nqciMWqlo1bso6sZAn5v6FQcPGYMeojWsseUCQeAcD+b1wbwtn6Cqzt00fMX9Q/GLqTlQKRXISNLg\ni2qTTxN4MU/wqtGCvumJUDBArWRwuJhPwu2mR0dhUIY+oDKJZqOZ8MXq8N1EEEMzdy8ai7IjF/HM\nfUOkQkTe99773nLOpYWsSEayBsYmh498rZ6eC8C/guiGIgN6pyYgVeeeiLqa3ER64iVCg/d9PVVp\nxL7ySjz5/UGY5SkOI+pUrYr5hURdqDbhWr1VqtQ8OScTOx8fA2OTA9cbrNh67BL+/V8Ho0eSxi+0\nnuSJIIiOEA1rNK1KIRl3HIBTEDB/ywmf9YJ3XYH9J69g2sg+Pn2yNz06Cpl6rZ8+9F5feOvGaPjc\nsQ7jnEd6DGFj1KhR/MSJE5EeRptoWVTgjUVj8YznoRHJStPhT0vGIzM5ATWNNinnz/v3YsWlwT31\n6N1NhxsNVszwqkoqHicuUKhCIgB3Kl3E6Ii8Xqlr8kmoBtz3t6QgB0Bz+Xvv37XMTao1W/HFdZPP\nhsG2+fk+YcviubsXjYVapYBKwWCxx4/cRFk10Yh/2bGoY+Xwvq8AZJ+lXQvHYtam48jQa/HMfUN8\nChbIPR8AWpWRKJOncBDxDxcKme234u1OvV5HubxyaqSH0FXokvLaWbRcf26YY5DVh2JdAXFt+vLh\nC1g6aRDuTE+ETq1ET49Hr2Wf13hbX3QSQX1J5BmMclrueASqJupwCgAC553cmZ6IRqsDOo3S/ZAF\nuI7d6YpaLykRPDqN0q+Fg7ir9tzUoUHlJlnt7sqg3k20AxURAoDM5AT3G0mh+1zRBj0rXRPv+3ql\nTr44Qb2luV+rGBI1ICNJ9liXwNE3vfUHg+SJIIhYpeX6U6w07k3LugJ9uydixf13ocmT/9fTK7RT\nVh/G0foinJAxGAN4PxA1nkbwgfJKNColJudkotCQjTu6JSBBrUST3QW1UoHuSRopZM/7OHGhv6+8\nkvJTugipOneTa+9wjTu76/DKrJFgjN22SqIgcFSbbHAKHKtnjMDGv1+U8qE2zx1NeU1EXBEoly9V\np0aiRokt80YjQaWEAA4lY5ick4n3Kqp9jlUpqVYbQRBdA2+PnU6jhFPgcDgFsBb673ZVRUdmp2Lp\npEFQKZmnEKESqTry9kUKMgZjjNbyStJ0aiydNBgvH/4Cj43v79OjZdOjo6TriMd5NxtvWWGSiF0U\nCoZ+6UlITlD7hZwJAveTIbFKYklBDuotTh+5WDc7DwBw7KvaLlsMhiACIadzV0/PxdLXTyEjWYOf\nTBqMuZs/kX63vsgAAFJ/1rIiAzL15O0jCCL28U5dytBr/Zq9l3npv33llSgrMvisJ8Q8wZbnbXp0\nlOSsIMJPRHIGGWPdAewG0A/AZQAPcc7rZI57DMAvPC//i3O+1fP+EQC9AYjbDZM559Utz29JNMda\nt0agnRixEmSdxQG70wXGGJ4/cBaFhmzZWO0DT06ASwAsDicuVpvx8uELUr8rubyxOCdmcwYBX5lh\njEHJAIVCIRlu1xusuGq0oNZsR9mRizhVacQHT30XczfL5wSKBiWAsOc1xWEuVXuI+BcSyzr2dggC\nx02zDVa7O1T/er0VL757HsUTB8rq2X3F4+AQOFwCh06thEpJuS4BiPgXQTmDRBvokvLaFm6ZbThd\nWY9EjRLdkzRYfehzv0iIPYvH+VQqF9enak+EhMXhwlc1tP4ME1GdM7gCwGHO+UrG2ArP6+XeB3gM\nxl8BGAWAAyhnjB3wMhpnc8673qqjBeIixOEUYHEIaLQ6YGxy4M70RPTz5KB4F5gRvTwpCSq/WO0M\nvRbXjFbZSqOnKo2d3tOKFvCRo+Xu3dJJg9A3PRE1jU1otGrRLz0JnHO/RvMKhoA5TwBwrd4S9nvZ\nsoiSuItI/YOIcFJrsvvI4NoZI9AnNQFrZ4yA0eKQNlQy9Fo02pyovGVBosYdpt89SY3nD1SgxmQj\n2SUIIiZxOgVcM1pR8tZZnzVkTaNdMuqq6ixwugToNCppnZCepMFNsw1NNhcu3XQbgTUmm+z6s6bR\nRmvGCBCpRIZpALZ6/r8VwL/JHHMfgPc557c8BuD7AKaEaXxRgbgI/sX+f+JybRPmbv4YD647hpK3\nzuJGgxVGix215uYFCuB+EJfvOyM1//Rm6aRBkiHofWzxxIEAOjf3y7vp+YRVf8OD647i/I1GCEL8\nVK+NJKJciJUOS946i0lr/45n3jwtyY5co1aBQ7Z5q0LBInYv5WR84bYTqDXbw/L3CUJOBp9+8zQu\nVJulZsnP3DcEI7NT8fMfDEVNow0lb53FzI3HUfLWWTTZXXh2yhCSXYIgYhJB4Lhab7ntGhJwrxfO\nXW+U1glOp4DzNxrxo3XHMHHNEZS8dRbP3DcEGXqt3/rTJXBaM0aISBmDPTnn1wDA82+mzDF9AFR6\nva7yvCeymTH2KWOshDEWU1sHgsBR02jDlbom1DTaAgq7uAApNGRLfasA9wO4bO8ZWOyugNVDm+wu\nrCrMlRb2WWk69E1PDFjZSS73K9hx3m7stICPDKJcFE8cGFB2xFwobxnRqBjWz87zeW99kQHbj10K\neC87Iidt+SzedLYXmyBuRyAZTNQopf8v33cGSycNQu9uCVIujPi7ZXvPoFdKgvSaZJcgiGghmDn8\nptmG6kabrB4U142ip7DsyEVpnVBtssk6LIonDvRZf26YY8B/vV1Ba8YIEbIwUcbYBwB6yfzquWAv\nIfOeKKGzOedXGGPJAPYBmANgW4BxLAKwCAD69u0b5J8OHW0JeRMXIIHK87o4oFPLV7rroddAwdzV\nH002J6obbbhmtMge691fUBxDR0PzaAHfPjpLXkWv3+1kx69ticDRaHVi+0dfY/Pc0VAqmCc8lGPD\n/132u4bd6QpLCGegao5UwTQ6iDYdGwoCyaDR4pBeV9VZMDAzKWD7H5cnP59kN/LEg8wSXYdQymsw\nc7ggcDTZXKg122X14B2pOny4bCLOXW+Uwj4BT9szl3BbJ0RmihZ7Fo+DksEn91A8jtaM4SFknkHO\n+b9yzofL/LwF4AZjrDcAeP6VK/5SBSDb63UWgKuea1/x/NsIYBeA/NuMYyPnfBTnfFRGRkbnfLgO\n0BaPmbgAEcvzepOVpkOCWiHr3dn06CjoNEo8sfMk7n3pQzy47hgWby/Hto8uY8Mcg9+xvbvpkJGs\n9Vm8d9SzJxeCSIug1ukseU1P0mDDHAOa7K6AsgM0ty3RqJSY9Yd/oKrOgmNf1eLelz7E99f+Hfe+\n9CGq6qwB72U4PMCBZJwqmEYH0aZjQ4GcDK6e7t4BF8lK00GlUOBavfzzct3z/oY5BpLdCBMPMkt0\nHUIpr8HM4bVmOy7dNGNfeaVfxNmGOQb0SkmATqNC6cEKyRAUf69WKmT1YZPdhdXTc8E50CslAQqF\n/HG0ZgwPkQoTPQDgMc//HwPwlswxhwBMZoylMcbSAEwGcIgxpmKM9QAAxpgaQAGAs2EYc6fQFo+Z\nuACRewA3PToKPZK0Pt6do8u/h/1LJmBIz2Sk6vwXLz+7dwiGZPofK+fB6ahnjxbwkUWhYBiSmYy7\neumxfnaLDYA5btnxRrzfZUcu+sma2E5C7l6GwwMcSMYpsZwIF6IM7lk0Foef/i7WzBgBnUaJGpMN\nQPMzoWTAqnc+x9oZI3wXTEUGpCVpsOvxMRiSSbJLEER0EMwcbne68PLhC3hsfH9sPXYJJQU52Fs8\nDju99FmgNV+mXuv3flmRATm9kzGkVzL6pSfd9nxaM4aHSFUTXQlgD2NsAYBvAMwAAMbYKADFnPPH\nOee3GGOlAD7xnPNrz3tJcBuFagBKAB8A2BT+j9A+2hLyJi5AXngwF4Ig+JTr9Q7p9G5K7413CKD3\nOcGU7u1oaF7LEESqDBV+VCoFeqbooFUrsXvRWLg4kKBWSJsI3oj3+1SlEWsOnUdJQQ7SkzS4I1Un\n5TrJ3ctwhXAGK7cEESoUCga1Sonn//wZCg3ZSNIkYPPc0Wiyu5CRrEWvlATUmu2oMdmw8p3PUVKQ\ng1SdGk12lzts39PWhXQgQRDRQjBzuEbl3vhac8jdTidVp0aj1YkBGUlQqZqjjAKt+YJZC9KaMbJE\npM9gpIh0fxYgdsrkx8o4Q0xM9xlsC+293yQnUUXEv/Bo0LGhpDV5p+ehzUT8S6E+g0Qb6HLyGmzO\nIOm1mCWoG0TGYASIlf57sTLOEBI3xiDQ/vtNchI1RPxLjxYdG0pak3d6HtpExL8YMgaJNtAl5TUY\nnUV6LWaJ6qbzcU2shLzFyjiJzqG995vkhIgnWpN3eh4IgoglgtFZpNe6NmQMEgRBEARBBCDaPH0E\nQRCdSaSqiRIEQRAEQRAEQRARhDyDBEEQBEEQXZT2eDYpz5Ag4gfyDBIEQRAEQRAEQcQhZAwSBEEQ\nBEEQBEHEIXHVWoIxVgPg61YO6wHgZhiGEwzRNBYg/sZzk3M+JYTXvy1BymusEW0y1JlE+rNFVF6B\n28pspL8bb2gs8kRiLNEss9FANMlHqIilzxit8hpL32FnEo+fu62fOSiZjStjMBgYYyc456MiPQ4g\nusYC0HiIjtOV71lX/mwdJZq+GxqLPNE0FsJNPNyTePiMoSZev8N4/Nyh+swUJkoQBEEQBEEQBBGH\nkDFIEARBEARBEAQRh5Ax6M/GSA/Ai2gaC0DjITpOV75nXfmzdZRo+m5oLPJE01gIN/FwT+LhM4aa\neP0O4/Fzh+QzU84gQRAEQRAEQRBEHEKeQYIgCIIgCIIgiDiEjEGCIAiCIAiCIIg4hIxBgiAIgiAI\ngiCIOISMQYIgCIIgCIIgiDiEjEGCIAiCIAiCIIg4hIxBgiAIgiAIgiCIOISMQYIgCIIgCIIgiDiE\njEGCIAiCIAiCIIg4hIxBgiAIgiAIgiCIOISMQYIgCIIgCIIgiDiEjEGCIAiCIAiCIIg4hIxBgiAI\ngiAIgiCIOISMQYIgCIIgCIIgiDiEjEGCIAiCIAiCIIg4hIxBgiAIgiAIgiCIOCSujMEpU6ZwAPRD\nP8H+RBSSV/pp40/EIZmlnzb+RBySWfppw0/EIXmlnzb+BEVcGYM3b96M9BAIImhIXolYg2SWiDVI\nZolYguSVCAVxZQwSBEEQBEEQBEEQbsgYJAiCIAiCIAiCiEPIGCQIgiAIgiAIgohDyBgkCIIgCIIg\nCIKIQ8gYJAiCIAiCIAiCiENUkR4AEVsIAket2Q670wWNSon0JA0UChbpYRFEl4Set64B3UciUpDs\nEbFIvxVvt+n4yyunhmgk8QEZg0TQCALH+RuNWLjtBKrqLMhK02HTo6MwpGcyTS4E0cnQ89Y1oPtI\nRAqSPYIggiGiYaKMsSmMsfOMsS8ZYytkfv8dxthJxpiTMTa9xe8eY4xd8Pw8Fr5Rxy+1Zrs0qQBA\nVZ0FC7edQK3Z3q7rCQJHTaMNV+qaUNNogyAE3R+TINpFLMlcZz9vRGRo732MJVklopNw6RCSVYKI\nbSLmGWSMKQG8CuBeAFUAPmGMHeCcV3gd9g2AuQCeaXFudwC/AjAKAAdQ7jm3Lhxjj1fsTpc0qYhU\n1Vlgd7rafC3asSTCTazJXGc+b0TkaM99jDVZJaKTcOgQklWCiH0i6RnMB/Al5/wrzrkdwBsApnkf\nwDm/zDk/A0Boce59AN7nnN/yGIDvA5gSjkHHMxqVEllpOp/3stJ00KiUbb4WeT2IcBNrMteZzxsR\nOdpzH2NNVonoJBw6hGSVIGKfSBqDfQBUer2u8rwX6nOJdpKepMGmR0dJk4u4A5iepGnztcjrQYSb\nWJO5znzeiMjRnvsYa7JKRCfh0CEkqwQR+0SygIxc/ECwgeZBn8sYWwRgEQD07ds3yMsTcigUDEN6\nJmP/kgkdrkwm7lh6TyLk9SB5DSWxJnOd+byFEpLZ29Oe+xhrshprxIvMhkOHkKyGnniRVyJyRNIz\nWAUg2+t1FoCrnX0u53wj53wU53xURkZGuwZKNKNQMGQka9EnLREZydp2Tyrk9ZCH5DV0xKLMddbz\nFkpIZlunrfcxFmU1lognmQ21DiFZDT3xJK9EZIikZ/ATAIMYY/0BXAHwMIBZQZ57CMBvGGNpnteT\nAfxH5w+RCBWx4vUgug4kc0SsQLJKxAokqwQR+0TMGOScOxljT8Jt2CkB/JFz/hlj7NcATnDODzDG\nRgPYDyANwAOMsf/knA/jnN9ijJXCbVACwK8557ci8kGIdiPuWBJEuCCZI2IFklUiViBZJYjYJqJN\n5znnfwHwlxbv/dLr/5/AHQIqd+4fAfwxpAMkCIIgCIIgCILookS06TxBEARBEARBEAQRGcgYJAiC\nIAiCIAiCiEPIGCQIgiAIgiAIgohDyBgkCIIgCIIgCIKIQ8gYJAiCIAiCIAiCiEPIGCQIgiAIgiAI\ngohDyBgkCIIgCIIgCIKIQ8gYJAiCIAiCIAiCiEMi2nSeINqCIHDUmu2wO13QqJRIT9JAoWCRHhYR\nQUgmiFiFZJcINSRjBEEEAxmDREwgCBznbzRi4bYTqKqzICtNh02PjsKQnsk0ucUpJBNErEKyS4Qa\nkjGCIIKFwkSJmKDWbJcmNQCoqrNg4bYTqDXbIzwyIlKQTBCxCskuEWpIxgiCCBYyBomYwO50SZOa\nSFWdBXanK0IjIiINyQQRq5DsEqGGZIwgiGAhY5CICTQqJbLSdD7vZaXpoFEpIzQiItKQTBCxCsku\nEWpIxgiCCBYyBomYID1Jg02PjpImNzH/IT1JE/Q1BIGjptGGK3VNqGm0QRB4qIZLhIHOkIn2QrJE\ndIRIyC7JbHzR2TJG8kMQXRcqIEPEBAoFw5Ceydi/ZEK7KqNRMn3Xo6My0V5IloiOEm7ZJZmNPzpT\nxkh+CKJrQ55BImZQKBgykrXok5aIjGRtmyYhSqbvmnREJtoLyRLRGYRTdklm45POkjGSH4Lo2pBn\nkIgaQtkTiZLpic4iVLJEPcGIYGiPnJD+IwIRjDyR/BBE14aMQSIqCHUYiphM7z2hUTI90R5CIUsU\nhkUEQ3vlhPQfIUew8kTyQxBdGwoTJaKCUIehRLLYCNG1CIUsURgWEQztlRPSf4QcwcoTyQ9BdG3I\nM0hEBaEOQ4lUsRGi6xEKWaIwLCIY2isnpP8IOYKVJ5IfgujakDFIhJxgchLUKkXIw1DEZPquBOWZ\ndZz2fIedLUsUhkXIIcqmIAhwccDFOTbPHY2XD1/AqUojgODlpCvqv3imI7pfPLct8kTyQxBdFzIG\niZASTE6CIHCYrE6snp6LZXvP+BxHYSiBoTyzjhMt36EYhtVyHCT/8Ysomy+9fx6Pje+P5fuadePq\n6bl48d3zqDHZSE7ikI7oLblzSZ4IIr4hY5AIKYFyEvYvmSDtMtaa7Xj0jx8jQ69FSUEOUnVqNNld\n6JkSfCnsePSQBfPdErcn0He4Z/E49EpJCJsMURgW0RJRNksKciRDEHDL6LK9Z7B70VioVQqoFAzX\n6i0kM3FER3S/3LmiPHVUhuJxHiaIrgAZg0RQtFfJB5OTIB5TVWfB4u3l0vtHl38PSApubNHg3Qk3\nsZxnFi2LhkDf4VWjBfUWR1hliMKw4he550GUzVSdWlZGAaDWZI87vRdv3E42vAlW9wc6F0CH9E+8\nzsME0RWgaqJEq4hK/sF1RzFh1d/w4LqjOH+jEYLAWz1XzIXypmVOQjDH3I54rcTY0e8tUnREnjqb\nQN+hKFNdXYaIyBPoedBp3LJptDhkZZQxFpd6L55oTTa8CVb3h2reiNd5mCC6AhE1BhljUxhj5xlj\nXzLGVsj8XssY2+35/T8YY/087/djjFkYY596fsrCPfZ4oiNKPpiS1B0tWx3LHrKOEKvlvqNp0SD3\nHa4qzEXZkYtxIUNE5An0PDgFjk2PjsK+8kqsKsz1e86VDHGp9+KJ1mSjPbo/VPNGvM7DBNEViFiY\nKGNMCeBVAPcCqALwCWPsAOe8wuuwBQDqOOffYow9DGAVgJme313knN8d1kHHKR1R8sHkQnU0Xype\nKzHGap5ZNC0axO9wz+JxuGq0oNZsx5pD53Gq0hgXMkREnkDPg8MpYEjPZLzwYC4EQcCexePAOZee\n81qzPS71XjzRmmy0R/eHat6I13mYILoCkfQM5gP4knP+FefcDuANANNaHDMNwFbP//cCmMQYi+6V\nbheko2ElYi5Un7REZCTLF4UJ5phAxKqHrDPoyPcWKaItvFWhYOiVkoAkrQqlByskQzBeZIiILLd7\nHsTnu2c3He5I1fk85/Gs9+KFYGSjPbo/FPMGySNBxC6RLCDTB0Cl1+sqAGMCHcM5dzLG6gGke37X\nnzF2CkADgF9wzv9P7o8wxhYBWAQAffv27bzRxxGRKnsfbJGRWPWQyREP8hpqeWpv38CuIkPhJh5k\nNpR05HlI12uwa+EYKBmDTqNEqo5kNhhiRWYjMfe2t7gX6dDQESvySsQujPPwF20AAMbYDAD3cc4f\n97yeAyCfc/4Tr2M+8xxT5Xl9EW6PogmAnnNeyxgzAPhfAMM45w23+5ujRo3iJ06cCM0H6uKEu/pj\nlFQmi+gs1pXlNVTyFCVyEyki/gG7ssyGkrY+D11IziM+2GiX2XDOvV1IrkJFxL+EaJfXzqLfirfb\ndPzllVNDNJKYJyiZjWSYaBWAbK/XWQCuBjqGMaYC0A3ALc65jXNeCwCc83IAFwEMDvmI45hwhyNG\nU5ERovMJlTyR3BCxSFufB5Lz+CGccy/JFUHEJ5EME/0EwCDGWH8AVwA8DGBWi2MOAHgMwEcApgP4\nK+ecM8Yy4DYKXYyxAQAGAfgqfEPv+kS6D1w0FRkhQkdnyxnJDRHLBPs8kJzHB+Geh0muCCI+iZgx\n6MkBfBLAIQBKAH/knH/GGPs1gBOc8wMAXgOwnTH2JYBbcBuMAPAdAL9mjDkBuAAUc85vhf9TdE3C\nFSpyu4mOKpN1fUIhZ22Vm0hvehAE4JbDm2YbmmwuXLppxsuHL6DGZAv4PJB+7Pp0pn4MVs+RXBFE\nfBLRPoOc879wzgdzzgdyzl/wvPdLjyEIzrmVcz6Dc/4tznk+5/wrz/v7OOfDOOcjOOd5nPM/R/Jz\ndDXCESrSWuNxqkzW9emonAkCR02jDVfqmlDTaIMg8DbJTWsySBDhQJTDH607holrjqDkrbNYcf9d\nWD09F2abE9cbrH4ySfqx69NW/SinD8X3g9VzJFcEEZ9EMkyUiFLaEyrSVg9LoInuwJMT4BLcY0jV\nqbBmxggwAE12F9RKBkHg5LmJcjo71E3uegAC7poHqmjX8jpKBWRlcP+SCchI1obo2yEIX0RdmKHX\noqQgB6k6NZrsLqTrNbhWbwUAOFwCkjRKcDBJnqlyY9emLfOwnBdxwxwDeiRp4OK+ei5Dr8X1eiuS\ntEro1CofuSG5Ioj4hIxBwo/2hNq1NZxFbqLL0GtxzWjF4h3l0nVWFeb6NAHf9fgYZKUlyi7uadKK\nPG2RhWDkLND10pM0tzXkWhpzsoulIgMy9Fqfv0/5MUS4sTtdyNBr8cx9Q7B83xlJPsuKDNhXXon3\nKqqRlabDq7Py8JczVzB7bD8oFYx0XhenLfOw3Obq4u3l2Dx3NJrszXPtyOxUPzlrqZ/FgjUEQcQP\nEQ0TJaKTtoaKtCfcT66Z7tJJgyRDULzO8n0QFxqaAAAgAElEQVRnUDxxoPS6utGGWrOdQvyilLbI\nQjByJne9l94/D7Pdiao6C0Zmp2LDHAN2LxqLkoIcCIIgGyolu1jaUY6lkwb5jInyY4hwIYb1AW7d\nJy7QAbd8Fu8oR6EhW3r9410nMTP/Tsz6wz9I58UBbZmHW26ujsxORUlBDtRKBdL1GukaxRMH+skZ\nVQslCII8g4QfbQ0VESeikdmpKJ44EKk6NYwWBwRBCPg35Jrp9k1PlA2LSdWpAbgnw1qzHb27JQQ0\nOijEL7K0JbQpGDmTu16hIRuXbzZhck4mHhvf38+b8vLhL/BeRTUm52TiF1NzoFQwuDiXHVf/HknS\n7jvlxxDhwttTnaHXYs1DI26r+0TdyhhQUpCDsiMXcarSSDqvC9OWeVjcXM3Qa/H05MHonarDN7VN\n+NnuT5GRrMH6IgOe2FGOVJ2aqoUSBOEHGYOELG0JFdGolLIL8w1FBmjVCiSpVagx2+FwCVArFcjU\na6FSKaSJzuJw4mK1GdeMFtmwGKPFIYWMbj12CXl9c6kEdpTSltAmQeAwWtxhvk6BgzldMFrsSNUF\nrio7MjsVg3vqYWxyoKRgGEoPfubnTSkpyEFNox2Pje+PWX/4B6rqLNg8d7TsuBK1SsqPIcKO92ZW\nVZ3ltrpvZHYqVtx/F55+87SkW9fOGIGV73yOU5VG0nldlGDTINx59Bxb5o1GTaMNy/Y2z8GvzsrD\nzuNf4/eHv8CWeflQMlC1UIIg/KAwUaJDCAIHB8cvC4b5hZ8s3lEOs82F89UmPLThI3x39RE8f+As\nrtRb8M0tM67VW6BWAoIAzNvyCda+9wVWFeb6hMW8OisPd3RLwPb5+dh67BJ+du8QpCdpZMNMaVKL\nPMGGNjmdAr66acL56434zz9/hs+vN+JqvRVNdieu1lukMM80nVq63sjsVDw7ZQjmvPYxHlx3DI9s\nOo7HxvfHyOxUKVx07YwRGJypx9OTB/vI48uHL2D19Fy/cfVI0oatoTNBiKGhTZ4wZxE53SfmDD49\nebBkCAJu3fr0m6fx3NShpPO6KHJpEOeuN8DpFOB0CrhqtODrWjOuGi24YmzCf+z7J1QKhWQIAs2h\nxcUTB6Km0Q7GgDc+/hqvzsqjaqEEQfhAnkGi3XiHOq2dIR/mZHUIKPbkAY7MTsVj4/tjtsdbk5Wm\nw7rZebA5BGSl6XCq0og1h86jpCAH6UkadNOp8ezeM6gx2bB70Vi88GCutDsqF2ZKk1rkCSa0SRA4\nrtZbUHnLgtc//lryKGfotXh2yhCfne1Nj47CoAy9dL2ZG4/75ZSunp4LgcPHK711fr6PPJ6qNOLF\nd89j96KxAEBeQCLseOvLkoIcHw/NqUojth67hC3z8lFrsqHJ7oJCATw3NQcAZHVrul6DbfPzSed1\nQQIVhPnTE+NQ3WiX5lRxDn3q3sG4abLJysktsx1LJw2C2ebED+/Owu8OfyHNsZnJWtzRTUd6kCDi\nHDIGuwjhrqwpCBzXG6ww25zuwh2cy4afKFjzQkYueX3JzpNY+aNvY1VhLpbvO4NTlUaUHqzA6um5\nkiG4YY4BvVtMWFQCO3ppLcS41mxHo82JfumJeHbKXai8ZUGGXoviiQP9drYXbjuBPYvHgXMeMO+v\nV7cEzHntY5/zvqlt8pPHGpMNGpWS8quIiOC9wC87clHSeeKift6E/lj25mmcqjQCcOvP7QvyoVYw\nbJ47GokaJYwWB8qOXESNyYbLN5swrE8K6bwuSKA8fBeHZAgCzXPoG4vG4utb8qHGtWY7BvfUQ6VQ\n4JFN7s209yqqpd9TzilBEGQMdgHa09qhvX/HXclTwE2zHYu3N+9Orp0xAq/MGoknd53yaQtxvcEq\nTVCBktcT1Eq88PY5qccWB9C7WwJW3H8XjBYHegQw8qgEduwhCByCIIBzYM4fP/aRlZQElax8XDVa\nML3so4B5fwzM77yXD19AWZHBZwedPMdEJPHOc/aOgrirVzIUjGHp66ckQxBwy75WpUBdkwMlb52V\n5Hj19FzoNEr854EKvDJrZKQ+DhFCAuXhlwVoh+MSuJSn37I109Zjl/DLB4ah1mSnPHuCIGShnMEu\nQHtaO4i5Ky1L8Ac6ttZsRcW1Bjy47ig+raqXDEHx7z395mmYrE6UThuOvy+biO0L8qFRKqDXqqQc\nBbEQjDdZaTp0T9KgxmTD4u3lePrN03AJHD9941PM3HgcpQcroFCQmEYbwcqPIHBUN1rxzS0zbtRb\ncO56AyquNfrtbi/fdwYJavk80G46NUZmp8rm/a2enouquia/82pMNmQma7F/yQQcXf497F8yodM3\nRwgiGLxbSHjLqRgF8VWNGQ6XgBqTzee8rDQdzDaXn65dtvcMTFandHxr+puIXlrqUafT3RrH7nTh\nlw/45+EXB2iHo2AMv9h/Fgc+rcLOx8dgb/E4lBTkYOuxS5g3oT8qbzVJG7Mtz6WcU4IgyDPYBWhr\nZc22eBLFY6/XW6Xd6dt5+FJ0CpypvIXc7O5gDLhab8XJy7XYNj8fSRoldj4+BjWeXoH7yisxb0J/\n2F0urJkxAnekJgAc+K+3K6Qm8+TNiT6ClZ+Wx22eOxolb50NmF+qUjBsm5+Ple+c82m0bXcJ+O3D\nd+MfF2/ixXfPY8eCMXBx9yIqQa3Aur996Rdyt6owF5xzZKYkhPvrIQgJ72dg/IB0rJudh1f+egGF\nhmykJ2nQPUmDsiMXYbTY8eqsPPx410kfL5Ba6e/1FnXt6um5eHLXKdSYbCGJBCFCi5we9W6Ns7d4\nnOy979cj0acdzqrCXOz46BLWPjQC9RYH6sx29EnTIT1Jg5KCYVArgS+rzThcccNPT9L8ShAEQMZg\nl6At5fyBwJ5EMXfAO/9QpWAwWZ0YkJGEDL0WJQU5yEzWyv69dL0GSRolFIz5FIlZVZiL3R9/jakj\n+mDJTt/FjksQsL+8CrPG9oOCMWjUCqwszMWvHqA8wGglmB6PLXNKy45cRGqiexNB9BC3lJ8vqk0o\nPViBsiIDnp48BGqlwscwLCsyYJrdCaWC4TcHK1BoyEYPfRJ+9cAwAMAbi8bC6eJwuATsPfENBvf8\nVvi/HILwwvtZmZTTE1/fbMS/TxrsE8q3fnYeTDYnUhNV2DY/H41WJ1ISVPjvd86h0JAt+6ykJmp8\n8gvb2m8w3DnmhD83zTY/PSq2xnmvohpWh0s+B9Bkx+5FY3Gt3opasx0nL9/CD3L74FGvsPvV03Px\n4rvnUWOy4dVZefjyRgOWfO9bcAkCFdEiCMKP28bfMcZ+E66BEO0n2HL+IrfzJHqXtH5y1yk0WB1w\nCgKqG2x4dsoQlB6swFN7TvuF660vMsAlcHx2VT4E8KH8OyVDUHy/eEc5eui1mDqiD2b/4R+4Z9Xf\n8KN1x3CjwYbe3XRU6j9Kac0TLcrQQxs+wvSyj1B6sAIr7r8LPfQaZKXpcLjiBjYUGXzkZ1VhLsqO\nXJTkQqVU4NE/fiwVOhDfnzysNxTMXWVxRFY32JwCZm48jgmr/oaHNx7HFaMFqw99jgfuzkKap2E3\nQUQKu9OFDL0WG+YYcFevZIy8M10yBAG3XD+x8yQYY1AqFLhltkOfoMIcj+yLhWZatpzwNgTF6wSb\n+yXXtuD8jUYKNQ0zVoe8Hk316C2lgmHd7Dw/Pfn+Z9cgcMAlcKQkqFAw4g7JoyxeY9neMyieOFBq\nLzEppzcu3TTjmTfPYObG42iwOskQJAhCojXP4BQAPw/HQIj209bKmoE8iTqN0seb0ytFC8YUUCsV\nSNdr8N9/OYeqOneT5BffPY/SacMxICMJX9WYYbI68MSOMwFDAJUK+XAnq0PwMxLbustNhJfWPNFy\nnsPX/t9XWHH/UGydnw8FA1yCgNJpw3FneiIuVJuw5tB5aXErhozKVdPjDJi54bhP2GnLjYeSghwU\n7ygnGSJCRrCeNZ1G6dMuJVDoX+9uCXC4BKQmqqFSMKlISMtCM3anAGOTQza/MNjcr2A8+0ToUTIm\nq0cFzrFhjgG9UhKgUSmwa+FYVDe4vYAXrtdj1th+uNFghdHiQPdEDWrN8oVhRKNSLMJV8tZZrCrM\nxZpD57Fw2wn8acl4ZCZTGD1BEK0bg0rGWBoAWauCc36r84dEhJqWPfom52SipGAYGixOXLppxsuH\nLyAjWYOfTBqMuZs/lo5Zcf9QPDHxW6hutOFwxQ3YXQJcAofdJaCHXoOqOgsEzmXLoPMArSdUAXJi\nqMJZ9NJaj0fRGyJWh3W4BOgTVH5hTO/88xoWfmcASg9W+MmFw8Vlq+ltKDLg94/cDYChh16L9bPz\ncLXeirIjF3Gq0uiT09rZMkShdQTQtpxrp8B92qXUmu2yehAA5rz2MTL0WiydNAhrHxqBq0YL1r73\nhVRoZufjY8AY8Ju/nPPL/dpQZAg696utOeZtgZ6R4NFp3Hmfm49eknJI70hNQK3Z4dNr9aWHRsAp\ncNzRLQF9UnWY/Yd/SHLSI1kDjVIhK1NGi8Pn/96bZYu3l8PmaC5WQ/eKIOKb1ozBuwCUQ94Y5AAG\ndPqIiDYTzOKk5SQtNvIW20SI/Ye8i2880aJZvLiYn5yTiSe/P8gv/+/DZyeiweLE5qNfSJPb2odG\nwO5ywdhkx+rpuT6T3OrpuVAwBOhPyCAInCanKKSlJ1qnUcIpcFyrt0CjUiJBo/BrHr96ei7GD0jH\npJyeUvuQRd8dgBff/dxvYbt2xghs/PtFPDc1R8o9BTyNl3eUo3TacMzb8okkq/vKK/HMfUOw5pA7\nR0bMSXQJvNNkKFztW4jopy2eNYdT8NFtX1xrwPoig6RbRd256/hlrPzRt9E7VYdvapvw9J7TqDHZ\npNYAC/9lANRKhq9qLKgx2SRvYapOjSa7C71TE4KWw7bmmAcLPSNtI0WrxsCMJCydNFhKrdg8dzRe\n//hr6d4aLQ5s+r+vUGjIRoPVidKDFcjQa/HMfUMknTk5JxPrZuf5zMdizqCoI9ccOg+g2WMoeiAf\nXHeU7hVBEK0agxWcc2pkFOW0XJxk6LW4Xm9FklYJnVqFNJ0aF2pMfpP0oAw9rjVY/UqXL993Blvm\njZYMwRen56Le4kBJQQ4OV9zAwu8MwLwtn/jl/71ZPA4Wuws/+f4gPOE1Ma2bnQeNSolf//mczyT3\n4rvn8duH78ZLD43Az/ac9pnIxEIjNDlFH94bC2qVAsYmh4/X7/WFY/2ax28+egk//t4gn2qJ62bn\nIVWnwZpD57F6ei56dUuAgjFwDhgtdulcb6rqLEjUKKX/izvdy/edQem04dCoFNh67BJWFebiv96u\nwAsP5nZK6BuF1hEibfGsqT1emwy9FsUTB2JIz2TUNNqw8kffRpJWBb1WBX2CEj/I7ePzbIhFZTYf\nvYRnpwwF5xxbj17Cx5eN0ubJ4u3lki5P1QVfEbI1z357oWfEl0BeUkHguGm2ocnmglPg+POnVdK8\n2Cc1AQvuGYCn32yeD9fOGOGOlhA4quosWD09F1aHgLUzRkjRN6/89QK2zMsHA8AYkKhRYs2MEfjm\nVpNPCH5Wmg5NdhfKigx44e0KulcEQQCgaqJdAu/FycjsVJ9dw6w0HTbMMeB3H3zhp/j3LB4HW4ud\na/H3SsakMD3R8BMX8HaX4PP3iicORGayFnanABfnkiEoXmvJzpN4feFYqZegiLg7mZmSgN8/cjfs\nTg6jxYH9J6/giYkDUWu243qDFb1Sgt/1JkKL3O7/6um5Uo5TVZ0FNxqsfjJVaMj2K3KwZOdJbJuf\nj7IjFyFw4L//ck7yKD83NQeJGnkPhhj+JF5HDAsdkJGEBosDhYZsaQH0qwc6J1Q0lKF1RGwRrGfN\n6RRgdbqkVijf1DbhZ7s/RY3JhrUzRoAxYN6WT1BSkOMTKl1V5y4qUzptOB4b3x8aFUN1gx3TR/XF\nx5eNPl7BrDQdenfTtUk/tjXHPFjoGWkmkJd0UIbeb2NWbDfyXkW1bB7002+eRum04bC7BEzOyYRe\nq8Kyvc0bB6Lnr9Zkg0alQHKCCgLnSNQqkZGslfJLvTcZuieppeJcIvF6rwiCaN0YXB+WURAdwntx\nUjxxoF+j2sXbm8tVi1TVWcDAoVUpsLd4HGrNdinvKitNh5smu2yYnmjYTc7JxLwJ/aHXqny8gNsX\n5MsuCJrsTmybn49bZrtPj8GndrvDoV57bBTMNnej8OKJA/HfXi0FNswxYEhmMlQqaj4faeR2/zcf\nvYQXp+filtkOo8UBnUaJyTmZKDRkS17gO9MTZeXiltmOhd8ZgNWHPvfLDywrMuD1hWNQerBCkgUx\n/ElENA7FjYUHXjkqbVCkJ2nAOincOFShdUTsEcizlqZT++RgqRQcxiaHT/ieuHB/+s3TeOmhu1FS\nkINBmXr5AiCJahibHBC4+7nb+OFFKRxa9AruXzKhXbKtULBO9wDRM9JMIC/pnsXj/N5fsvOkND/3\nSNbKysLAjCQoFMCIrOGovGXB9vn5cHGO6/VWbD12CUsnDUKT3YWMZC1MNiduNNiwfN8ZZOi1KJ02\nHP16JKLWZMcv3/oMNSYb9iweR/eKIAiJ1ozBYgAbAYAx9nvO+U9CPySirXgvTgI1hB+UqceGOQbJ\n4Juck4lbZodPvysxP+XZKXdBrXQbXmKPOO9Kj012J56bmgOBc8x57WOfie3yzSbZSSZBrfTpPbhu\ndh52fPQ1TlUaMTI7FbfMdqz40z99xlLTaMepSiMWby/HrsfHICstkTyEYSJQiFPL3X8xn9Tbe1xW\nZMAz9w3B/C3uRc/if+mHu3oly/fMMtvRPUmDQkO23yZGsSc/8MnvD8IvCnJw1WhFD73GZ6dblNmX\nHhqBBJVCtuhMZ+TChCq0jog95DxrcqH4Ox8f41cpWQxrdvfdVMFkc4JBPm+6m06Nn7x+yk8/F08c\niNKDFdgwxxBV7VPoGXEjCBx2p8snjFMsbuVwyUfipOrUGJmdKnl7W8oCYwycc5hsTgAcc7zC8n87\n8270TNGi1mzHynfOYcX9QyW5q6qzSPnVm+eORkayBr/50beRqdfSvSIIQqI1V4v36mlCKAdCtB/v\nxUlWmk6qTieSlabDBU9D72fuG4LJOZn4xdQcv35Xy/edwa+nDYfVIWD2H/6B764+Ip0zMjtVupZW\n5TbsqhtsfhPby4cvYH2L3khlRQZUN9iQoddKf2vJzpOYlNMTAFA8caBfjtnyfe4+SeLr6kYbas32\nEH2DhDe360Mm7v6LyHmii3eU40pdc6jo9FF9sev4Zayf7dtbcN3sPJy8XAutSoH0JI3Uj233orHY\nMMeADL0WiRolluw8CZeL4+GNx5GkUaJ02nDsXzIem+eORkqCCo/k3+nJy0rA8z8c7jeehdtOdFh2\nvJ+xo8u/h/1LJlA+axwjetb6pCUiI1mLOovDz+NT0+ivH8WF/89/MBQ3TXaUvHVWtm/rq7PysPId\ndyufkdmpKCnIgValwLL77kJO72SUFOTgdx98gQs1pqjpD0jPSLPunLnxOGZuPO4zf2al6aQcUm/E\n6IbiiQPRYHX49ZVcVZgLm9MFq0OAgjGYbC6fufSnuz8FYwz/ecAdQRGojVO9xYF//9fBGJShh0ql\niPt7RRBEM615BqNjliFaRVycCAL32/ETQ5Oq6izYeuwSfvXAMDg9yegA8JAhCwu/MwBKz0RQ02jz\n2dVcvu8MNs8djdWHPsePvzcIv/mLO79FDM/znnhqTDaYbE6s/NG30SctEZdvmlHyv2elynhiLpe4\nKAIQ0Jsp/l70IPXuRj2RwsHtCkGk6dTYMMcgFR1KT9LI3rve3dyGXapOjQS1ElO+3Ru//+sXPgWE\nXvnrBZQUDIPdKaBPmk62AqnA3XLq8rQmsTk55m35xG/MR5d/DyqVApxz2fF0Ri5MKELriK6BXL5c\noDYS6XottCoFSg9+Jj0PAudYM2MEenuKKAEc71VUy+aAr5udJ3mbKq41RlXRj3h/RuR0p1jcqle3\nBGQkabChyOATkbO+yIDfH/4CC+4ZgDqzHds+uuyjJz88fwMP3J0lVRz1ntPFudQlcBRPHIh95ZUA\ngMX/0g8b/u+yNC5xDi3dXSHJS7zfK4Igmmm1tQRj7AzcHsKBnv/D85pzznNDOjqiXfRM0WL3orFw\nChyVt5qgYMCK+++CwDkUjGHmxuMoKchBVpoOMw1ZmDi0J+Zt+QQZei1+PW2YlMDuPek02V14evIQ\n6DRKLLhnAAoN2ThccQOvzsrzqYK3qtCd07V00iDMee0fPguh5fvOYOWPvo2i1z6WqpoBQJPdFbBQ\niHd41Mi+3w77dxmP3K4QxIUaG373gduoS0/SoFe3BL97NzknE04BUlEM0Ttc02j3KSAEAIu+MxAv\nvH0O/zNzhJ93eNlet7yIOayrCnNxrd5y21wXylsiIoGc3O0rr/Qr+e/Wj+fw/A+H+YUzryrM9Tx7\nVnwrU4+sNJ2s513MMRM3ZKjoR/QQSHcOzNTjjpQEXKgx4XeHm/VnRrIWiRoFnp0yFDq1AjdNNsyb\n0N9nU2zn42P8cve9+wVmpekgCBylByuwbnYedh2/jKJx/fH22RuyG8IkLwRBtKQ1Y3BoWEYRB4Sj\nGa93BbMMvRYvP3I3lAomTSxipbIMvRYpCSpsnjsKOrUKD3t6DJYU5PhVAhV3NVMT1bhqtGDZVt/F\ny4fnq/H6wjFwChyXbzZJvd4CFQzpnarD5JxM/PukwdAnqLB/yXjc0S3Bz5tZVmQAY+6cxa3HLmHe\nhP5QUQhLWAhkUDHGpHskFiNa/C/9/Ha6V9w/VGo1ATSHjm6Zl49lb572KXPucAl45r4hqDXZZeUl\nQa1EWZEBvVK0aHK4cMtkx5Z5ozF3c3OOonfDbcpbIiKBnNzNm9AfOz76Glvn56POUzhL9OasuH+o\nn5G3fN8Z7FgwRtLRq6fnQq1UtBo1QRsd0UMg3alSMNxotPrpz8k5mVh2312otzig65aAH+86hfED\n0rF57mgoFQwalSKgbhTzC9fNzkOD1eGzUSBwjjcWjUWtyV2RW+wzuHnuaLg4R02jjZrMEwQhcVtj\nkHP+tfdrxlg6gO8A+IZzXi5/VvAwxqYA+B0AJYA/cM5Xtvi9FsA2AAYAtQBmcs4ve373HwAWAHAB\nWMo5P9TR8YSKcDXj9Q5RKSnIwRWj1cfbkqhRSg1rm70uSun3LcM1xaqM/TOSoFQwbD56yW/xsm52\nHuotTrx82N1o/rmpQ5GRrIVSwWQnxW9qm1BSMAwAx5fVZnRPUkPtlb8g7lr+7oMLUoPyQkM2Xnz3\nPF6ZNRJIuv33HGqDOx4IZFApGfzk495hvQGP0S6GNdVbHLKLF2OTHc9OGYIX3z0vhQ27BI4Vf/qn\n5KmWK6Jhdwn4ssaMeosD6UkaJGqU2LFgDATOIXCgh14t3edQlc0niNuhUDD07qbF9gX5EARAoQCe\n2u3e+Cg0ZGHmxuM+x7s493lmxLBP8dmpqrPgxXfPY7Wnx1zL58LhErB57mj075EEDt4pFXOJjiOn\nO8uKDHj+wFksuGeAn/70Lr61t3gcMvRazBrbF1V17n6qmSlaNFr90zGy0nTITNaipCAHr/z1Ah4d\n1w8ApNB9pYLh5Q8u4MG8PlKj+pZh+NRkniAIkdsag4yxgwBWcM7PMsZ6AzgJ4ATcIaMbOee/be8f\nZowpAbwK4F4AVQA+YYwd4JxXeB22AEAd5/xbjLGHAawCMJMxlgPgYQDDANwB4APG2GDOeVTGP4Sr\nGa93iEqqTo1EjdJnwSFwjqWTBkk70mqlwsdo884BlMtV8a7wKX6O7kkaPLzxuM9upxjasnp6rs/k\nI4aqPDd1KKaXfYSsNB1eemgEHE4BtWa7tGivabTh2Fe12FNeJX221nbAw2Vwd1VaGtKDMvR+BlXL\nHKjnpg7FT3d/6tcnbW+xfNnyWrMdpQcrPGXRgRffPSctkMqOXJSaaXvLy+pDn6PQkI1vZerxzJun\nAy5qUhI0PgZhOHJhaPOB8MZsc2HOax9j/ew8pOjU+J+ZI+ASOBjz3RgbmZ0Km0PwCaMWQ+ETNc06\n7lSlEcvePI31sw14Ymez533DHAO0KoWPd3zTnFEY0ot0XaRpuRnFGMPzB87ivYpqPDqun48cPDtl\niE/zeKvDhZ//YCgsdpdPqsars0Zi7YwRPo3oX52Vh6f2NEdZLLhnAAC3ns1I1iJJq8Ce8ipcqDbh\njYVjwRgw0zNPA9Rk3hvS4wTRejXR/pzzs57/zwPwPuf8AQBjAMzv4N/OB/Al5/wrzrkdwBsAprU4\nZhqArZ7/7wUwiTHGPO+/wTm3cc4vAfjSc72oJFzNeL0rPQrcXfun9GCFVNVMr1VhSK/mnlZGiwMN\nFgfKitxVHsuOXJSq2snlqnhX+ATcE49LkC/Y4RI4Xnz3PEqnDccHT30HJQU5UgipWNmxqs6Cn+05\nDatT8KlYKe6ueldUay3UL5DBTRVIW0eueuiFGhPSkzRStUSFgiE9SYNt8/Oxee5o7F40FnekJqCk\nIAeZyVpsm5+PyTmZeMiQhRSdyq864qrCXJQduYiqOgtqzXZwcCy4Z4CUL3qqsrmZ9t7icdg8dzS2\nHruEx8b3x77ySnxT2+QON5WpPBuJ+3y7iqtEfCJwjgy9FvoEFeotDsx57WP86/98iFXvnMP6ouZK\nuksnDZKKgQDNunXF/UNhdwk+16wx2ZCRrMEbi8bi78sm4pVHRiI9SSMZguL5C7efwE1PyxUisnhX\nmuW8uRCQPkElVdoemZ0KvVaFkrfOSvNzRrIWvbol+Om3H+86BQVjkm7cNj8fO49/7RNuL27klhUZ\nkJygxGdXGgG45edCtQmuEBbWimVIjxOEm9ZyBh1e/58EYBMAcM4bGWOC/ClB0wdApdfrKriNTNlj\nOOdOxlg9gHTP+8dbnNung+MJGeEqapGmU2PX42NQ1+RAul6DX//5M59J5YmdJ7Fr4VhpLGVHLuJX\nP8xBD73Gp6rdb2fejR56+ea3okEmLogqKtUAACAASURBVPAFT5XHlp/NJXCcqjRi3pZPsLd4nJTo\n/uqsPDx/4DOfa3Luv1PZ1lC/cBncXQXv3VDvXEDA/b299P55PP/D4eCcS98/ANicgpTT9J/ThvkV\niemeqMZDG48jQ6/F5rmjUW9x+ORKZaXp0DMlARaHE389dx0T7+qJ9bPz8MTOkzhVaUTpwQqUFRlg\ndwkoNGRj67FL+Mmkwdh+7DKAwJVnw32fA20+/GnJeGQmU9XbWCWQl6A174EgcHAO/PwHQ8E5fPoL\nihETW+blo9ZkQ7pevgJvo9WJ1MTmPnNZaTqsn52HX77l9ix561y5860O0nWRxltOdBolGGPYWzwO\n3XRqzNvyCVZPz0XptOH4VqYej2zy9dStfe88npuaI3tve6Zoka5362CzzYljX9UCaG5DomBA6bTh\nSNdr0GR3Ye17X3jJz2coK8rD5rmjkahRSmHJNSZb3OebhitqiyCindaMwUrG2E/gNrbyALwLAIwx\nHYCOdruVW9n///bePDyqMkv8/7y1prIAARJAg4KIaEQQQrO4TGPT7TLSzSigsqkgm9rj/BxFmZ/t\ndLfp7kHRscdWBGnbhUUF1GkGW9FWGR3FDRBaUUQRGxAlhASy1vp+/6h7L1WpWySBJFVJnc/z1JO6\na95b97zLec95z2k4HZPsnKZcG72BUrOB2QCnnHJKc8rXYrRFUItIRCckPbZz6wxHIpY73pY9lSx6\n80v+/adnx7n5QXShuZ2S17NzFm/e/kO+O1zPfa/soH9hbkLEvEVThrL0rV3WNZ19bp6bPZLKuiAu\np7LKYx6Ho+sTawMhyqqwIq01fMZkA7KOEkWyLeS1oUvtmrmjbNeyXLVkY1yQloI8Lw++tsNak9ow\nofbc5ZtYMXOEtebpjjXbuP2SAXEK48IJg9hbUcu8NdtYNmM40/70AQW5XkrHDeTUbtkAPPfBNwzt\n040uPjfTz+9LjT/E7B/2Y0xxD4LhSFq852STD7X+MJGczFq/lQ5tbEuQzNW8f0FuQtva0AW9vCbA\nb17azt1jz+b7I/UJsvHq9gP82z8Wc9vqrUnXx+ZluaiuD/H0jOEcrguSl+Xmvlc+syxLc0f3w+ty\noHU08IipZJrXZ5LMnSitIbMNA7j96mfFHKoJkm0oheY60PmXncmhmoBtm7urrMZWNpwOxeQ/vk9B\nrpfbLj6D5TNH4FSK7w7X86u1n1JW7WfhhEGEwhGCYc38y86kNhCm2h+iIM/DwZpAnOvpwgmD6NEp\nK+MDa7WXSeSO0sYK6UtjbqI3EF2Xdz3R4C3mKH4k8MQJ/u+9QO+Y7SLg22TnKKVcQGfgUBOvBUBr\n/ZjWepjWelhBQcEJFvn4aItkvMnyGzV063Q6HLy143ueuP4HbJg3mnmXnMmLm/ZarqLmeUX5WTxg\nBC8w9y2cMIh/XrmFaY9/gOlFsWrTXpZv/IZnZo3kzdt+yDOzRvLS1n2s2rTXUkjvWLPNcoXxuZ0J\n96yo9VtKww8XbrB11WjMneN4XEvTkbaQ14ayYq4FNLFzEZ6zfBOffnuE687ry5DeXZJa6BzG+ijA\ncv00XYVLxw3E53Fy3ys7rDWqd48t5q7Lz+L0wlxq/CEiGpa8vZs5yzax4OXPiWi4ffVWfvyf/xt1\ndc5y8eBVg1P+nmNdsk2K8n18fbAm41yT06GNbQmSWQkOVPsbdUEPhMK8uv0AEa0T6hNEZaPWH2LF\nzBHWhFmsDC+aMhSnA3KzXNy2aitXLHqX8mp/XK7B0nXbmbB4I1c/9h4//1F/Li4utK5fOGEQHmdj\n3blg0hoyGys/d1w6gFpj7d/Vj73HnkO11vsuyPPSNcdj2+Y+9PrOhKTzj04ZSigS4eHJQ7jj0gHM\nf+FvjF64gUlL38PjckTTQY0t5r5XdhDRcNuqrdy2eisel4Mn3vmaX1x+NA0JHE3bk5vlyvgJhGTt\neLpNIneUNlZIXxqLJnoAmGuz/03gzRP83x8C/ZVSfYF9RAPCTG5wzlrgOmAjMAF4Q2utlVJrgZVK\nqf8kGkCmP/DBCZanVWntoBbJZrgaunW+sX0/Y88tsiKYFeX7eGDiYApyPZSOG0j3XA9dsj0EwhEc\nSrHgynPo1SUaBfS+V3ZYVr3YPEfv7ipn7uh+XPunDzjvtG7M/mE/Jo3sg8uhWPbu15Z74OKpJeR6\nndw/cTCKaH7BbI+T2kA4Qflo6KrRmDuHRJFsOg1lpWHwlmSJ5LM9TsuyERtsyKQo34dCxwUOKsjz\ncFpBjuVOvPStXZY8HKjys3jDV8wd3Y+uOR6+PVxP12yPdV87pfTnK7ewYuYI7p84mJ6dssj2Ounq\n87R5AIBuNsmjzQBJD08e0qr/W2gdkrWhoXCkUeuBOaisDYR5ftOehGBIi6YMxemE/Yfr6Z7rIdfr\nsnLBOpTiYHU9j7zxFTeO7sf8y86ksi5oTawkyzX45PTh1rrbgjwvXbPb18RXRyNWfnp2ymJaTHqd\nl/+2n+Uzh3OkLsS1hjdEQ4+a2KUaC648B7fTwcn5Pmr8IQIhDRqb9YSb4/INuhyK/7ommlLK5VD8\n9opBSeU6GDrRlT7tH0lFJAhRGosmuvZYx7XWPzvef2ysAfw5sJ5oaok/aa0/VUrdA3yktV4LPA4s\nU0p9SdQieI1x7adKqVXAdiAE3JyukUQb0lqRq5K5SXb2ua01C3esiVoKb2wQvOC21VtZPXcU+Tlu\nqv0hK9egGclMAdOf/DDu/+2tOJrnyAwO8uBV5+LzOLn+iQ/i3AunjuqDBiprg3x/xE/3XC8uh8Lr\ncuB1O6iqDzU62GqKO0dbRZFs7zSUlS17Knlrx/esmDmCsio/nX1uW1mqNMLed8vx8NuXPkuIFvvI\n5KHcs247ZVUBFlx5Dqd2y6aiNmglTDZlpbIuwHXn9eXPW/YlRKx9YOJgHpk8hJtXbklqfVRAv4Jc\nq8NORRRZh0PRq0sWpeMGWutwzABJ6TarLDSNpDninI5juiZHIhqnAxZPLaG6PsSsC09j6du7rMTi\nXXM8BMNhDtUE4+rLwgmDrDQrD08ewsRhRZYCYU6ePXH9MA7X2bePbqeiZ+cs3E4HhbleXC6xDKYS\nj8vJxcWFjC/pjTICvry+/XvGFPdgUFEnwpGja0n3VtSxfOM3rJg5gmp/CK1JiC77+P/tYtLwU5n+\n5IcU5ftYdsNwWzkw++FHp5ZQmOvF7Y5vf8qq/GnhWp+OyCSyIERprPcYRdQF823gfuCBBp8TQmv9\nF631GVrrflrr3xr7/t1QBNFa12utJ2qtT9daD9da74q59rfGdQO01i+faFnagtaMXGXnJvnI5KEE\nwhG65ngsi0xhnn1gGH8wQn0wkjDzeKgmyDflR11cTIryfZzUxUfpuIHcv34H7+4qp7CTNyFK3pzl\nm3A6HHx/uJ6bVmzmpw+/w/VPfMD+w3U4HYquOV6yPa5GXTWOx50jEokm191XUUtZlV8ihBnYycqU\nkX2Y8sf3mbB4I3es2ZbgqrR4agln98pj9ZxRFOR5WThxEC6Hg2dnj+T1237I/RMH0y3HzQ0XnMbc\n0f144NUv+Ka8NmFdYdSifDZPvfs1Y4p7JFg8blu9lar6EM/MGkmPTlm27zzL47SswamMItvF56Fn\n5yxuW72VOcs2UVbtl1nlY5Du9TGZq3lhrjepC7rZpv/s4Xe4+78/IT/Hw+/+8jnXjurD6YW5VNWH\nuG3VVjwuZ0LbOs+YnNtbUUdFTZBbV21NWIOb5XbRq7N9PQiEIrgcipO6+EQRTAPyfW5uGXMGpeu2\nM/r+DZSu287UUaeyeXc5ZVUBvjt8dC3pkN5dGFPcA4cCj9ORNLrsQ6/vtPbtPpi8H3529kjO6J5D\nZX0ooX51lCUUrUVs9FezXxGETKOxADI9ieYBnETUhfMl4Bmt9afHvEqwpSUiVyWzLDocisJOhqtn\nnpdOWS5++9L2uCh0Ow9Uk+uNKl4FuV7mju5HF5+b2kCY+mCIHp0SFcVsj5MFL3+e4Pb06JShLN/4\nNROGnWK5NSWLchcKRxIGOvPWbOO52SOBprlqNNedIxPyDjbHytxYHsFYy6u51m/Bledwcn42uw/W\ncPd/f2IFKThSF2TZxm+YcWEfAFZ98A3/OOhkrlkabwHM9jht5eFQTYD5l52FAtvjWW4nWmtcDnjw\nqsGW7JjWlOr6EN2NIC2pDAAgs8pNpz3Ux2O9z2T7y6r8PPjaDsvFT2tNQZ6HqY9/YAV9+dXPzsZh\nBBCJxbTqAEnritYaHMo2B2cgHKGLSwb06UJFXTBBqbtpxWaemjGce1/+jHmXnMmauaOoD4bJzXLx\n85VbuHtsMT07Zdm++8N1wbhgaw+9vtOKvBxrPXY7FW6nYteh2qT1S9opoaPTZ/5LzTp/94LLW6kk\n7ZPG1gyGiUYQfUUp5SWqFG5QSt2jtf5DWxSwI3GiA9djDagAqurCTH/yQ56ZNYKDVX5uuOA0xpf0\nZvGGr6w1foFwdCF6XSAc57K0eGoJYX84wZ2kNhCmrNpv5YA7qjxG+NFZPVn61i7GFPegW44HdxJ3\nKofDfiAUNgwDTemsmtuhdfSQ0c0ZXDfl3IauRFv2VBIMa6Y9/n7cu5u3Zhul4wZy1Q9643M70Rom\nj+zDrrIaCnK91iSD1+Wge67XVh6yPU5uW7WVuaP72R7vmuOhojZAbSDMfa/s4JlZIwmEI+yvrLPc\n6sz3mOoosuKa3DTaS31M9j6T7Y9EIlx3Xt/4ibKpJUA0gmjpuu2smDmC/Yfrk7peA1a+zYbHUfDF\nd9U888E3VvtbWRfkqXejgUHEupM+JOvfs9wObrjgtLh1+gsnDKIg18viDV/x0KQh9rJRG4y7V1m1\nn+55Xp6dPZJgOIJC4XBABI3T4Wh0TX061TNBENKLRn1LlFJepdSVwHLgZuAh4IXWLlhH5EQjVx3L\nJa6yLkAoonnplgvIy3LHJbO9/ZIBFOR6ObNnHp19blt30LnLN0WT4jaIKpqf4+aBiYMpq/YzZ9km\nblu9le55XrI9TrpkuxhfUmRFubvnfz5NuP6xaSW4Hcr2ubPcR8UvmatGrGtZeU0gIRF6MtpLyOjj\npTnukU05186VqE/3bNvfMNvj5JSuPg7XhZi09D1+uHADd//5E+Zfdia//FmxJQ+l6z61kiyb93x0\nylAWrv+cLXsqeX7THtuoios3fMXNK7cQjmjKqv0EwxFuX7WVqY9/wJY9lXHvUVyg2gcdrT5GIpoD\nVfUEIzrB1fnG5Zu449KzeG72SO4eW8yR+hD3vvy5bXTmxRu+oig/Gr25Ydu5aMpQ6gIhXv7bfq47\nry+l67Zbbfq//PgMTuos6STaiqa4OCfr35WG21YnesbMHd2PLXsqqfEHE2TjwasGU9TVlyAvNy3f\nzDWPvcd3h+sJRSJ0yXaS43FS4+9Y9UsQhLalsQAyTwEDgZeBX2utP2mTUnVQTjRy1bEGVJW1QeYs\n38TdY4vjcgaa6w9Kxw3E5VBU+4O27qB7K+r47nA9C17+nN9ffS4FeV52ldXw67XbAaxgCJ19bhau\n/5zxJb3xOB1W7iI4mlz5mVkj8YfC+NxOvq2s58l3vkgINrL02mF0zzn2TOXxuJaZ7pBhrXni+h/w\n0Os7LVebjrRovjmD66YG3xnQI48XbjyPmkCY3Qdr2Gf85g1nrGsDYQJhnbAe8LbVWykdNzBBHszk\n84WdsshyKX7507O56/JitIbDdQErcl5tIEyNP8SqTXsByHI7WTKthAUvf5aQm9J8j+IC1T5ItQW3\nJYltlx6YONi2bjkdylIAnrj+B5RV+1nw8udWXTATxJv54FxOB39Y/1mc9e/hN3YyafipjCnuEeeZ\nUZTvo5cogm1GU/shu/790aklBCP2yydMF+FvDtXx/KY9LLjyHHp2zsKpFE6nYsXG3dw9tph+BTns\nOVQXF83b9NDIcjvpmZdFIESHqV+CILQ9ja0ZnAbUAGcAtyhlNXwK0FrrTq1Ytg6FqaR0zXazas4o\ntNbNHrgmG1AppawQ98kiMPbtnoMCvG6XZamzc1nasqeSCYs3MufCPow9t4iyaj97K+ooXbfdyhm4\nZU8lN1xwmnXvWF7dfoAbLjjNSkFgXvfi5n2UjhtIv8JcfO6mPXdzXcvsOu3YiH0dyWLUnMF1U891\nOBShyFHX0CG9u/DAxMHWoNb8PbvneggnGeBke+LvacrD1Y+9x5q5o6iqD3F6YQ4A3x+pp7IuyOIN\nX1mDHHMdaXTAm0WPvCxu/ckAtu+vSjqBIi5Q6U97C+F+rPW4se1SMByxr1tOxTOzRvL9kXqC4Yi1\n1utQTYCrH3sv4f9tmDeaV7cfiEskD3DDBaeRjZMteyqt9AEv3nS+KIJtSFP7IYdD0b8gl+dmjyQY\n1rgcCp/bQV3IXkYKO3lZMq2EzbvL+fmP+selmXhqxnCWvL0b3t7Nc7NH2kbzzvY4CYQiVNQF2139\nEgQhvWhszaCEKGsBks8sJs7uHmsQkqzBd6qjSlmy/G9Oh2JfZT3+UJi8LDcrZo6ICzCzeGoJD73+\nhXX+T88tIsfjYOWskRw4Uk95TYD71++wcsRV1gXxJFkjWBsIWznXTMvk3WOLmf7kh7xz50VNHrg3\n17XMrtM2A9V0NItRczr/5pwbbJBTLRiOsGLmCCtvVSAc4c+b9/FPQ4uSvvtYTFkx1wKu+nAP00ad\nGhcEwZSVsmq/de7iqSX0yMvC5XKI5a8D0J4suI2tza4LhqzJktwsV4LXw6IpQ4lojdvpoD4Yxu10\nkJfl4sGrzqWwk/06Wpeyn6CLrU8ywE8NTe2HIhHNzrJqS24uLi7k1+POxuVQCYFfHpk8hH0V0TQ9\nk0b04YNdB7l7bDH9C3PxuhyEjbyseyvqkvbptYEw4YgmEAo3u361VoorQRDaJ41ZBoUWoKkzi425\noyRr8MtrAlZnEZtAvCDXyy1j+nNKt2y+P1KPx6W4ddXfrHsvnlrCv/7kDPYf9tMl28UvxhZz4+jT\n6dnZSyQCdcEIBw/XE9E6IQfSU+9+zb+M6c/iqSVWBDXznlX1wTiXFtNi2Vy3lea6liXrtIEOZzlq\nTudvzlivmjOKYDhi5SWzO9cMAlSQ603IAXjv+EG8teN7xg/rzb7KOp6aMZy/l9fy0Os7Kav288DE\nwXjdRycIYmXlkcnRtYCXndPLGhRBvBtz1xwPDgXPzh5JT0MRNMvf0d5fJtJe3mOy9vqFm86jvDqa\nIqAoP5oM/ucrt1CQ67UG8krBf/zlM8qqAtxx6QDmv/C3OCWxuj7EwgmDeOKdrxlf0tvKQ1gfCtta\n4XO9Lqr9IZ6bPbLZ7qEy4G8ZmtIPRSKa747UW3JzVUkR/zzmdMqroxFGC3K9lI4bSJ/u2VTVh6gL\nhHl6427Gl/QGYES/7qx8bzcepwO3U1GQ57GS0i/e8FXChMPCCYPoluthzUd/Z+Y/nA40vX61h8i+\ngiC0LaIMtgFNnVlsitLocChLAQyEwpTXBMj3uS3Lz5Y9lTz17tc8O3sElbWhOEXNjGC2t6LOChrz\n9IzhPPT6Tu66/Cx6dc7i0Q1fWm6esbOYC648h7wsN11zPNT4g0wafipOhyLb67ISb9cGwnTLcceF\n14ajs5jNndVurutLR1qX1BSa0/nHzlgfq/MvzPXy5PQfAIrrn/ggQWlbMXME31bWxQ1MHp0ylE4+\nN//fsx8D0fWlZ/TIJaLB41RMGn4qv1r7KWXVfm68qJ9tXejd1ce81dusSKFm2H4ZyAptTbL2uj4Y\nYdbTH1GQ6+WBiYNxGlGSC3KjddDtdDBp6XvsrahjybSShCBdN63YzDOzRvLUu7u5+aL+3LwyPkXA\nG599x4Irz6FXZx8el4OD1fX8+58/tbwxmuMeKgP+lqNhP3RxcSG/uLyYQChMWZWffJ+bnWXVBEIR\ny2I8ZeSpfHmgxlpTv7eizkoe/8T1P+DhN3YmRKFdPLUEr0uxcP0Obr9kAE4HLJsxPNqOuhSLpgyl\nU5Y76qXhVDz5f7v4p6G9m20pbi+RfQVBaDtEGWwDmqqkmIMQMz+VGUggEolY5yTr5Ht19lpKWTAc\nIRQmIefRvDVRd805yzZZ+w7VBLhlTP9opM5cL7/86dlc/dh7cdfdvHKLtf7lu8P1dM314PM4qagN\nkp/tYeDJna1Bu6mYPvjaDmvmuyDPi8/toGt28xK6Ntf1RdZN2NOUzj/OiuB0UOUP2Q6IHUolDHJv\nXLGZZTOGW5bg0nXbeXrG8GggBIeif49cfn/NubgcCqXsAx18VVZjrevM97llICukjGTttemOv7ei\njgUvf85Dk4ZwcXGhNaiPDSZzUuesuGAw5rpYfyjMZef0shRBOBrN+cnpwymv9lNW7adrjpt/fubj\n427HZMDfcsT2Q5FIhIM1ASb/8WhO1SXTSli7ZS9XDz/VshjfvHIzD0wcbFmNY+XA6VCML+mdEIV2\n7vJNPDd7JHddXhy3hGPRlKHc+8pOa/uRyUNxORVTRvY5roiyHS2yryAIJ44og21AU5UUj8sZN7iI\n7Wy65XipqAtSFwzx3eH6OAvfrKc/shaZD+ndhdsvGUCokQhmEB3glNcEOL0wl3tf/oxJw0+ld1ef\n7XURrXE6FAeq/PzuL9HojmvmjsLhcCQMLnp19iYsiF84YRCung66upo3EGmOa1l7WpfUljTW+dtN\nMDwyeSgXFxfGBbQoyvclDRxjRlovyvfxh0lDCEUi3L9+R6IsTx2a4Fq8aMpQnA7Fqjmj6Nkpy3Yg\n++BrO/jVzwYeV+AlQWgOydprn+eokrhlTyWVtQHmX3YW1/7pg7i1XQW5XiIaW9f6g9UBTulmn7IF\nNIV5XnaX1xLJdrHgynPIcjs5qYuPnp2ymiXvMuBvWUyPnO+O1DNnWfwk65xlm3ji+h+w4OXP4izG\nEa2549IBCe6d2Z5o+2X3fsIRjVIw75IzmX/ZWYQjmlf+tp/xJb256/Ji9hyq5Vdr463FzVXuM82D\nRhCExhFlsA1oqpLSLcfDLy4vtmYdTQthXSDMd1X13PM/n1qzg2bQDTPvWjiiWTN3lJX64d8uO+uY\nAQliBygzLjiN687ry/3rd/CfVw22vW7/4XquiYmCV5TvozDPaztbXeMPJ6QdMAO5kNOiP20C7WVd\nUlvSWOdvp3zdvHIzT88YHhfF897xg6isDdjey+GAt+aNxu1yEIlo9h+uZ94lZ7Jw/efxA6flm/nv\nm89j5cwRHKjyU14T4OE3dnLrTwZYA96GA9khvbtw3Xl9uWrJRrEUCq1OsvYaiFMSD1YHiOij65IX\nb/iKByYOpjYQTrD8xbpYu5JEcwaFx+UgEI7wb89/Ylna37nzombLuQz4WxZzwqwmiceE06F4dfsB\nyqoC3G/0oeGIttaMmufNW7ONZ2aNpCDPPpBQWGtq6sNxk2UPTx5CfTBCKKypiQkodLzKvXjQCILQ\nEFEG24imKCkOh7JmFU0LX8MAHmVVAbbsqbQidJrhxr8qq7HWJNw7fhCVdYGEReePTi2hINfD6//6\nQxwKDlYHmHfJAA5WB6xojkfqgzw9YziHagKU1wR4ftMebhlzBtkxs+JRC08JXpfDSgQfO1gJa3vr\nUTgxT6/QisS6fq6cOYLfxLgexXb+yawIh+uC3D22mJ6dssjP8XC4NkB9MMJj00qYvezoYOXBqwYT\njmhyfE6+OVjLrau22sqsed/aQJgsj5PCTl56dc7iB30G0cV3VIYaDmTnju6X4FIlLm9Ca5KsvY5V\nEn0eJ9X1oThr4YKXP+c/r7bPPVgbCDNp6fsM6d3FCvIVW0/ue+Uz/mXMGRTmHR2UH68CJwP+lqW8\nJsCDr+1g3iVnsmbuKMprApbrb/QdOay8trev2sq94wfhdTls5eCg4QZsBoix+ucpQ8lyO/mPv3xm\nXVeQ66UuEI7rx2OjLx+PbIgHjSAIDRFlMM0wB8J2A+BYBdB0+TRdT+57ZUfceQsnDMLnccYFd3E7\nYV9lHf/y7MdxA/n7XtlBQZ6H/5p0LqGw5puYCJGLpgzlfz7ey5zRp1udRziiExSLWCtNltt+VjrL\nLZlK2go7188l00ooHTcQt8tBKKLZf7gOj8tJlic6kMn2OK11LWXVfg5U+Sldt52FEwZZAWAenVpC\n9zwPK2aOIBTW1qRCIBwhFNKWIgiJMguGFRHFlYvejRukdvEdHaQ2HMgmc6kSlzehrWmoJHbyulky\nrcRqk8uq/fjcTtv65DcSzW/ZU8n963fw5PThVNYG4tL2bN9fRem4gdx+yQCeevdrbv3JgONS4GTA\n37JEIhGuO68v05/8MMH1d/r5ffnnlVsoq/ZbffFbO75n2nl9ubi4kPElva01g89v2sOBKj8hY2Z0\nxcwRRLRm98Fa/v3Pn1pRmc0JtLmj+yWs0TajL/fsnHXcyr140AiCEIsog2mGORBu6I5iuoz2L8zl\nmVkjUErRs3MWz80eyX/9dScAS6aVWJ1OJ5+bX7z4CQsnDqayNjpYP1gVSHBbuXXVVp6dNYLymiCT\nl76fMPt404rNLLjyHOoCYU7Oz6asys8Vi945ppWme47Xdla6e450Pm1FrOvnkN5duOPSAWR7nNSH\nIgTCmtJ1UZfji4sLuWXMGVbUO3MNX9ccNxCNYFfjDzH/sjOprAvyh9e/4I5Lz4qLNApRJW/FzBG2\nSps5YDEnLvYfrj+m/DQcyKokOdjE5U1obZKlZ4jd3y3HQ+m4gXTJdtM910N5dSChPnldis4+j6Uc\ndMvx4HU5+O1Ln1lWcziaTPy21VutNbTHq8DJgL/lUEoRCEV4YOJgS8G/8/ltPDl9OPNWb7Xe4bw1\n23h+7ihCEU2VP5QQDGax4Z1TGwzjUIoDR/zcuurjuLbtttVbrQm0Lj63bZvarzCXoi4+AIm6LAjC\nCSPKYJphDoS/O1JvDYBjXUYLcr3ccekAbo9J/fDgVYNxuxz8fOUWa9/iqSXcM+5s3E7FhMUbAXhu\n9kjbjiUY1rZrXMwOKRrqPDrwluPMWwAAIABJREFUbkpgApmVTj2xkWl/+bNi6gJhpj3+gSUf5uzz\n+JLeCVFnb1qxmbvHFlO6bnvc2lST+ZedlXTdjJ3S1rNzFi/edB6VtUEK8rzMW70t4dqGVr7YgWwk\nosXlTWhzkkVu7l+QG5eq5a//+kOmP/khS6aVUFkbtBRBOFqfls0YjkNhG1grNidrUb6Pyrogeyvq\n0FpLm5kGRCKasip/nIJvtovl1f64trEg10tZdSBuzV+sq/zc5ZsoHTfQWtIRVQ69cW1m7ARabSBs\n26b63NH+WKIuC4LQEojfXhricCh6dspi6bXDElxG7dxGbl21lYqaYNy+ucs38e3hegKhiBGcACva\nXSzmonW7wb3phup1OazOyXRjbXiPhlYaczB/cn42BXnNSynRXMzOel9FLWVVfiIRWZxoWtPmju5H\nRU0wQWZuW72V+yYMon9hbtJ3b04KzB3dzzpWlO8jorGVAdAsnDDIOmYOdiNa0ynLTb+CHPJz3JRV\n+xOuPZaVL3Zy4Z07L+LFm86XAY/Q6iRLz/B9VT3V9SEemDjYUACjQZW6+Nxke5y29am8JkAwrG0D\na90ypj9wNKjX4g1fieU7jSivCTCnwYTZnc9H35tDKZZMK+G52SNZMq2EOy87M2FyLbYNNS2/5ve5\nyzdZ79+kKN/HSV18vHPnRQzu3dkaB5jHzImwZPJZXhNok99FEISOg1gGDZK5A6WK2AFwbeCoy2gy\ntxGzg4ndd3pBLhEd4dGpJdy4fBOLN3yVEFRm4YRBfHe43nb2sTYQjq499Dqs3yLdAhNIcmV7nAor\nzHmydBCH64KU19hHB62sC1rnxbp5Pj1jOB6Xg6dmDOfvMWtLl04bhtaQ3WCdaqcsF/5gmK45HsIa\nQiEdt8aqqfIjLm9CW5PMC2L/4XpAs+Dlzymr9vPw5CH8/upzqaoPket12a4XjOZxtV/72rurj/+d\nN5pdZTVWYBCxfKcPyeTgtIIcqupDlK46mkJk2Q3DLY+M2FzBJ3XOAuLbVvM+p3bLjgvOtvTaYRTm\nGqmkAmF6dPLywk3nEQxF4sYmkj5EEISWQpRB0lehMAfAZVVHE3Wb1j07xS2Wonwffz9Uy/QnP2TO\nhX14dvZIguEIDqX4/dXnEo5ovC4HvTpnEdGaJVNLrNlPM7JZfTBCt1wP+T5vXJnSyQVUkivb43Y5\nyHI7yPG62XOo1lZmzIh4dpEN71+/wzqvV+cs3rnzInweJ98f9lt51Uw3p15dvJaMuJ0OOhvBYJSC\nbyvreHHzPq49r481Y35xcSErZ47A6VAplx9BSEay9AzlNQFK121nwZXnMPXxD/j5yi08eNW5nHNy\nJ76LWQNmTrb5PE4Wvfkl/z72bNv77TlUh9upCIQj3HX5WceVV1BoPZLJgdvpSLAC7j5Ya5sr2Mzb\nOv38vlawN/M+WS4Hz84eSSSiyXI76ZrtiXNDTjYekfQhgiC0FOImSnKFIl3cLfJ9bhZPLYkOvg3r\nXqzbyAMTB9O7qy/BPe+h143AMm/v5prH3sOhFFP++D4TFm/kttVb8bqd0bxwGnp1yeKFG8/jf+eN\n5snpwwGo9odsy9OWLqCNIbOj9oQimptXbmHe6q3k57htZcYMjX7/+h3cPbaYt+aNZsXMETz17tdW\nyPRFU4bidkWbCX8wwqxl8fVk7vJNhCNRmXAYVsipj7/P6Ps38MOFG5i09H0uO6dX3KDp1e0HmPzH\n9/G4nCmXn3RE3J7TA9MLIrbemG6ceyvq6GlYe/ZW1FGQ5yUY1gnKwbw126gPRph+fl+qA0F+f/W5\nCe10fo6bB179gjnLNjFh8UZZK5hm2MnB0muH4VQk9D0Pvb6Tuy4vTogEfvPKzdw99mxyvS7LTT46\n6VrCr/7nUy64900m//F9ymsCHPEHmzQeSVau5lqUpb0RBEEsg6S3QhGJaHaWVVMXCFM6biC9u/qo\nqAmy4MpzcDsdlrUvx+tk1ZxRaK1RwDeHarln3NlkuZ1U+0McqPLjcSnL3cTtclBdH+JnD79jzT6u\nnDmCKUbCe5OifF9aW9lkdtSeYCjC3oo69lbU8eu127nj0gEsmzEcp0Phdjr45dqjSa237KmkdN12\nXrjxPL47Us/dY8/mrsuLcTkUdcEwNf4Q1fUhOiVxUa4PRqxtn8eZ4Ip8SrfstK1f6Ua6eilkIqYX\nxHOzR7L/cH1cCojoWmonS6aV8PymPeT5nNT47fuRnp2yqKgNsL8yml9uwZXncErXbBwOxf7Ken69\ndntcAJlMb7vSDYdD0b8gl1VzRhEKR3A5HZYbZ8O+p6zaj06yBv/byjoWvPw5peMGckrXbDwuhxXV\n2Txn1tMfJQ30Zhdk60S9dKS9EQQBxDIIND0oSiowrZa/+8tneFwO7nvlcwLhCPNf+BsLXv4cp0Nx\n66qPGfUfb3LVko0cqQ9RGwzzxDtfW4FhAqEIHqeDqvrooL5XZx8KZbn7QbSzOVDlb3eD9paaHe1o\nxMr0lj2VTFr6PtP+9AE+j4senbK49ScD4n6zp2cMp7w6wE0rNnPhfW9akwI1/hD/8ZfPOFIfYldZ\njW09ccaMGbr4PPTolEXpuIE8N3skpeMG4nE60rZ+pRvp7qWQaTgcCp/HSTAcoXTddksRXDhhELc8\ns4XSddu5ZcwZHK4N8dUB+/rx9cEarlj0Ls988A1dsj3kZblxOR30zMsiNyveUiRtV/phTshetWQj\n/7BwA1ct2cjOsmryfe6EvueRyUOs4F2xFOX7CIYjlFX7KcjzcqgmwMFqv6UImhTketHAmrmjWDKt\nhCG9u1jX27WXJ+qlI+2NIAgglkEg/YKixGJaLfdW1HH/+h3MHd2PTlkunpk1EqXgmsfeS2jIS8cN\nZPr5fakLhOPCYS+cMAiXw0FeltvWGposmEg6D9rTbQ1junAsmbb7zTSaa//0bkLE0dJxAxlf0ps7\nn9/Gead1Y9GUoXGh8RdNGUqO96h8OByKPt1yLBnzuJzWoCkd61e6kc5eCplK7ARH767RNX6x6SDM\ndAEPvb6TRyYPtdL0xKaOGNK7C9ed19eaZIlNUyFtV3pzrHXpPTp5rYBZlXVBqupDPPLmlwnrsBdN\nGUqPPC8v3nQ++T43FXVBAqH4tBFmPlizTzfdkp9692tu/cmAVmkvpb0RBAFEGQTSW6GIdYPcsqeS\nOcs2UZTvs1xCk0UWLczzMq2B5W/emm0smzHcesaGit/zm/YcV6THVCORJhNpTKYb/mb7KmqTylI2\n0XD5Y4p78PAbO7l7bLEVJe/hN3bymyvOSfjfDd9HutavdEPcntOP2AmO2kCI6U9+GHfcrCdb9lTi\nUHD32GIK87x0z/VyyzNb2LKnMpp2oME6Mgl01T5oTGGKlYfnZo/k1e0HKKsKxLWTiug67pM7R991\nQZ43IX/qLWP6J6QAuvP5bayaM6rVAgpJeyMIAogyaJGuCkUyC0/PTllJLXm1gXDS3IERjTUYb3jf\nW38yQGaqOxDNkelkg4JuuV7KquqtPGqvbj+Q4Nr0y59GGt7uhMqSyaSzl0ImExvZ+eLiQsaX9LYG\n+s9v2mNFc/72cD2l66KpBpbfMNxyAU2WEkgsMOlPbNtopozoluNBKUWW2xHXbprRvs2JW4i2o6Xj\nBtKzc7zraMMJu2R9dmsGFJL2RhAEEGUw7TmWhSdZQ+51OTiSJAWF1+1I6ipo7pdBe+ZhJ0v3jh/E\nfa98xqwLT+PhyUOoqLGXKZlFbjnS2UtBiEZ2vmXMGVbUUDO9SmefKy7a87w123jg1S+s78lSAknd\nSX/MtvHB13YkpIxYeu0wnp4x3Fp///ymPVZe31hX4R6dsmwVrNj+tqzK3+YyIu2NIAgASuu2DyOs\nlOoKPAf0AXYDV2mtK2zOuw74hbH5G631U8b+DUAvwGw1L9ZaH2h4fUOGDRumP/rooxMtfloRiWjK\nawJxDTnAwWo/X5VVJySYP6NnLt1yslJc6nZDSnvEtpbXSETz3ZF6vq2ss3IQmgEzVs0eicvpoKzK\nH5ePUiLPpRUpfwkdsY2NpazKzxWL3kkYsL9w03kooonAfR4noYgmGIpY33VEc7AmkOCCL3Wnfcis\n2TZetWTjMd+9uUb6UF2A+mAEp4pGWO7ia1zBksie7YKUv4iO3saa9Jn/Uqvef/eCy1v1/mlEk2Q2\nVZbB+cDrWusFSqn5xvadsScYCuMvgWGABjYppdbGKI1TtNYdv0Y0gp0lLxLR1IfC3PfKjrh1C/e9\nsoOHJw+BnBQVVkg7Gk4maK2ZsHhj3Dl7K+rQQGGnLLrnemUWWchYkq0fC4YinJyffcxrC/KypO60\nUxwOlXSNvt27L8xr/oSrWOkEQUgVqVIGxwGjje9PARtooAwClwCvaa0PASilXgMuBZ5pmyK2T8zZ\nxe8O11NW7bfWLYC4JQnx2M1Er5w54piuSuJGLGQybpfDtn64XY1naZK6075Jtq46HNFEIi2zrk9k\nRBCEVJAqZbCH1no/gNZ6v1Kq0Oack4E9Mdt7jX0mTyilwsDzRF1Ibf1dlVKzgdkAp5xySkuUvU2x\ncwNt2OnEnqOU4sHXdlBWFUgIby0Lw9OflpbXSERTWRegzggqlOV20j0nmo/KLmT6b17a3i4jygqp\no723sU0lEtGEw5qnZgzn7+W1vPy3/Vx2Ti9O6ZZNONxyCoHQ+jRXZqPvVvPMrJH4QxG+O1zH0xt3\nc915ffnNS9v57RWDRIkTWo1MaWOF1NFqyqBS6q9AT5tDdzX1Fjb7TIVvitZ6n1Iqj6gyOA142u4m\nWuvHgMcg6mvdxP+dFjRlDYHdOfeOH8T963dw//qjbqJF+T56dfbJYCXNaUl5jUQ0u8tr+P5Ifdza\nUVOG7FzeXt1+gNJxA8VVSWgy7bmNbSp27eyjU0v4w+tf8Or2A7K+q53RHJlN1o4umjKU5Ru/4dXt\nB/jlTyUqrNB6ZEIbK6SWxn1bjhOt9Y+11gNtPn8GvldK9QIw/toFf9kL9I7ZLgK+Ne69z/hbBawE\nhrfWc7QGkYimrMrPvopayqr8RCL2dTtZstvymsAxz7nz+W3MHd3PCm992+qteFxOGaRkGOU1Ab4p\nr03IXWXKkOn2FEtRvo+QIY+9OvsoyPOK3AgZj107e+PyTYwv6W1tN2ybhfaPGTjGrh29acVmxhT3\nkOUXgiC0e1pNGWyEtcB1xvfrgD/bnLMeuFgpla+UygcuBtYrpVxKqe4ASik3MBb4pA3K3CKYM8xX\nLHqH8+99kysWvcOO76tsFcLGkt0e6xzTrU/c/DKXQChMtseZVIbMkOmmQmhGnP35yi3HlEtByDSS\ntbNdfO64bckb2HEw++pvK+uStqNmGyr9qyAI7ZlUKYMLgJ8opXYCPzG2UUoNU0r9EcAIHFMKfGh8\n7jH2eYkqhduAj4F9wNK2f4TjoynWPpNklpvYWchk55zUxcc7d17EizedL65LGYrH5aQ2EE4qQ7HR\n69664yJKxw3kvld2sGVPpVg6BCGGZO1sZV0wblssRB0Hs68urwkkbUdP6uKT/lUQhHZPSpRBrXW5\n1nqM1rq/8feQsf8jrfXMmPP+pLU+3fg8Yeyr0VqXaK0Haa3P1lr/i9a63UzHNsXaZ2JnuWk4C5ns\nnJ6dsjg5P1vc/DKYbjkeTu2WzcIJg5LKkBm9zqlg+pMfsmVPpXW9WDoEIYpdO7toylCe37TH2hYL\nUcfC7KsXb/iK/By3bTvas1OW9K+CILR7UhVNNGNJFp7abka5KXmHJDeRkAyHQ9GnWw5dst08N3sk\nYQ1ZbocVTTSW5silIGQaZju7as4ovq2so7wmwPKN3zC+pDez/6EfJ3XxiWLQwTDbxC17Kvn12u3c\ncekAlt0wHKdSZHmctu2oIAhCeyRVbqIZS1OsfbGYlptjWfmaco6QmTgciq45Udk4pWs2hXn2A9bm\nyqUgZBoOh6JnpyxyvC5K121n1aa9lK7bTo7XJYpgByS2Tdyyp5J5a7ZRH4xQlJ+8HRUEQWiPiGWw\njRFLnpCOiFwKQuNIPckc5F0LgpApiDKYAkxLniCkEyKXgtA4Uk8yB3nXgiBkAuImKgiCIAiCIAiC\nkIGIMigIgiAIgiAIgpCBiJuokJRIRFNeE5D1EsIxETkRhKNIfeg4yLsUBCETEGVQsCUS0ez4vopZ\nT3/E3oo6K7qkJNgVYhE5EYSjSH3oOMi7FAQhUxA3UcGW8pqA1QlCNAH5rKc/orwmkOKSCemEyIkg\nHEXqQ8dB3qUgCJmCKIOCLYFQOC4BOUQ7w0AonKISCemIyIkgHEXqQ8dB3qUgCJmCKIOCLR6X00pA\nblKU78PjcqaoREI6InIiCEeR+tBxkHcpCEKmIGsGBVu65XhYeu2whPUS3XI8qS6akEaInAjCUaQ+\ndBzkXQpCy9Fn/kupLoJwDEQZFGxxOBQDeuTx4k3nSyQ1ISkiJ4JwFKkPHQd5l4IgZAqiDApJcTgU\nBXneVBdDSHNETgThKFIfOg7yLgVByARkzaAgCIIgCIIgCEIGIsqgIAiCIAiCIAhCBiLKoCAIgiAI\ngiAIQgYiyqAgCIIgCIIgCEIGIsqgIAiCIAiCIAhCBiLKoCAIgiAIgiAIQgYiqSXaOZGIprwmIHmQ\nhLRBZFLIdKQOZC7y7gVBaG+IMtiOiUQ0O76vYtbTH7G3oo6ifB9Lrx3GgB550vkIKUFkUsh0pA5k\nLvLuBUFoj4ibaDumvCZgdToAeyvqmPX0R5TXBFJcMiFTEZkUMh2pA5mLvHtBENojogy2YwKhsNXp\nmOytqCMQCqeoREKmIzIpZDpSBzIXefeCILRHUqIMKqW6KqVeU0rtNP7mJznvFaVUpVJqXYP9fZVS\n7xvXP6eU8rRNydMLj8tJUb4vbl9Rvg+Py5miEgmZjsikkOlIHchc5N0LgtAeSZVlcD7wuta6P/C6\nsW3HQmCazf57gQeN6yuAG1qllGlOtxwPS68dZnU+5vqEbjkZqRsLaYDIpJDpSB3IXOTdC4LQHklV\nAJlxwGjj+1PABuDOhidprV9XSo2O3aeUUsCPgMkx1/8KeLRVSprGOByKAT3yePGm8yVymZAWiEwK\nmY7UgcxF3r0gtA/6zH+pWefvXnB5K5UkPUiVMthDa70fQGu9XylV2IxruwGVWuuQsb0XOLmlC9he\ncDgUBXneVBdDECxEJoVMR+pA5iLvXhCE9karKYNKqb8CPW0O3XWit7bZp49RjtnAbIBTTjnlBP+1\nILQuIq9Ce0NkVmhviMwK7QmRV6G1aTVlUGv942THlFLfK6V6GVbBXsCBZtz6INBFKeUyrINFwLfH\nKMdjwGMAw4YNS6o0CkI6IPIqtDdEZoX2hsis0J5IR3ltrpulkN6kKoDMWuA64/t1wJ+beqHWWgNv\nAhOO53pBEARBEARBEAQhdWsGFwCrlFI3AH8HJgIopYYBc7XWM43tt4EzgVyl1F7gBq31eqLBZp5V\nSv0G2AI8noJnEARBEARBEAShA3M8ltD2FHQmJcqg1rocGGOz/yNgZsz2hUmu3wUMb7UCCoIgCIIg\nCEIGIG6fLU9r/6YtqWyqqNdlZqCUKgO+aeS07kTXJaYD6VQWyLzyHNRaX9qK9z8mTZTX9ka6yVBL\nkupnS6m8wjFlNtW/TSxSFntSUZZ0ltl0IJ3ko7VoT8+YrvLann7DliQTn7u5z9wkmc0oZbApKKU+\n0loPS3U5IL3KAlIe4cTpyO+sIz/biZJOv42UxZ50KosQJRPeSSY8Y2uTqb9hJj53az1zqgLICIIg\nCIIgCIIgCClElEFBEARBEARBEIQMRJTBRB5LdQFiSKeygJRHOHE68jvryM92oqTTbyNlsSedyiJE\nyYR3kgnP2Npk6m+Yic/dKs8sawYFQRAEQRAEQRAyELEMCoIgCIIgCIIgZCAZqQwqpboqpV5TSu00\n/uYnOe8VpVSlUmpdg/19lVLvG9c/p5TytEFZrjPO2amUui5m/wal1A6l1MfGp/A4y3GpcZ8vlVLz\nbY57jWf90nj2PjHH/s3Yv0Mpdcnx/P+WKItSqo9Sqi7mt1h8omURjo8Tkad0pwnP9g9Kqc1KqZBS\nakIqyphqmtKuKaXOVUptVEp9qpTappS6OlVlMc6zbe9bqAxpUx9EftOPdJKP1kLkruVIhzatrciE\numFHm9cXrXXGfYD7gPnG9/nAvUnOGwP8FFjXYP8q4Brj+2LgxtYsC9AV2GX8zTe+5xvHNgDDTvD3\ncAJfAacBHmArUNzgnJuAxcb3a4DnjO/FxvleoK9xH2eKytIH+CTV8pXpnxN5h+n+aeKz9QEGAU8D\nE1Jd5hT9Tk1p184A+hvfTwL2A11SURbjmG1730Yy0yb1QeQ3/T7pJB8pfkaRu6b/nilt09JMbtp1\n3TiB527R+pKRlkFgHPCU8f0p4J/sTtJavw5Uxe5TSingR8Caxq5vwbJcArymtT6kta4AXgNaMvHp\ncOBLrfUurXUAeNYoV7JyrgHGGL/FOOBZrbVfa/018KVxv1SURUgPOvI7bPTZtNa7tdbbgEgqCpgm\nNNquaa2/0FrvNL5/CxwAClJRFqMMCe19C5FO9UHkN/1IJ/loLUTuWpZUt2ltRSbUDTvavL5kqjLY\nQ2u9H8D42xzXym5ApdY6ZGzvBU5u5bKcDOyJ2W74P58w3CLvPs5K0Nj9484xnv0w0d+iKde2VVkA\n+iqltiil/lcpdeEJlEM4fk70HaYzLS3vHZVmtbFKqeFEZ0C/SnVZWoF0qg8iv+lHOslHayFy17Kk\nuk1rKzKhbtjR5vXF1Zo3TyVKqb8CPW0O3XWit7bZd8yQrC1QlmP9zyla631KqTzgeWAaUbNxc2jK\nMyU7p9m/RyuWZT9wita6XClVAvy3UupsrfWREyiP0HxO5B2mO+213C1OS7WxSqlewDLgOq31cc1y\ntmJ73xKkU30Q+U0/0kk+Wov2Xv42J83btLYiE+qGHW3+TB1WGdRa/zjZMaXU90qpXlrr/cZA5EAz\nbn0Q6KKUchmzEEXAt61clr3A6JjtIqJrBdFa7zP+VimlVhI1LzdXGdwL9G5w/4bPZJ6zVynlAjoD\nh5p4bZuURUcdqf0AWutNSqmviK5L+ugEyiM0nxORp3SnpeW93dISbaxSqhPwEvALrfV7qSxLK5JO\n9UHkN/1IJ/loLUTumkmat2ltRSbUDTvavL5kqpvoWsCMyHkd8OemXmgoHG8CZvSeZl1/nGVZD1ys\nlMo3okZdDKxXSrmUUt0BlFJuYCzwyXGU4UOgv4pGSfUQXYS79hjlnAC8YfwWa4FrjIhOfYH+wAfH\nUYYTLotSqkAp5QRQSp1mlGXXCZRFOD5ORJ7SnaY8m9CEds34/V4EntZar05lWVqZdKoPIr/pRzrJ\nR2shcteypLpNaysyoW7Y0fb1pSUi37S3D1F/4teBncbfrsb+YcAfY857GygD6ohq6pcY+08jqvB8\nCawGvG1QlhnG//sSmG7sywE2AduAT4H/4jgjeQL/CHxBdM3OXca+e4CfGd+zjGf90nj202Kuvcu4\nbgdwWQu8n+MqCzDe+B22ApuBn6Za1jL1cyLylO6fJjzbD4z2ogYoBz5NdZlT8Bs12q4BU4Eg8HHM\n59xUlMXYtm3v20hm2qw+iPym3yed5COFzyhy1/TfMuVtWhrJTbuvG8f53C1aX5RxU0EQBEEQBEEQ\nBCGDyFQ3UUEQBEEQBEEQhIxGlEFBEARBEARBEIQMRJRBQRAEQRAEQRCEDESUQUEQBEEQBEEQhAxE\nlEFBEARBEARBEIQMRJTBDopS6gqllFZKndlg/61KqXqlVOeYfaOVUoeVUluUUp8ppX4Zs39dW5dd\nyBwayqlSqo+xXRpzTnelVFAp9bCxvV4p9XHM51ul1PvGsSeVUvuUUt6Ya3en4NGEDEUpFW4gn31i\n2tiPlVLblFJ/VUoVprqsQsdHKdVDKbVSKbVLKbVJKbVRKXWFcewCpdQHSqnPjc/sBtfOjjn2gVLq\ngphjLqXU75RSO2Nk/a62fj6hY2KMA5bFbLuUUmXmmNSQ63VKqa1Kqe1Kqb8Y+/sopeoatMFzYr4H\nlFJ/M74vSNXzpRuiDHZcJgH/RzRZZcP9HwJXNNj/ttZ6CNE8NVOVUiWtX0RBsJXTXcDYmO2JRPNH\nAqC1vkRrfa7W+lzgfOAI8IuY88NE83IKQiqoM+XT+Ow29r9tbA8i2gbfnLoiCpmAUkoB/w28pbU+\nTWtdQrStLVJK9QRWAnO11mcCFwBzlFKXG9eOBeYAFxjH5wIrjesAfgOcBJxjtMUXAu42fDyhY1MD\nDFRK+YztnwD7Yo7fA7ymtR6stS4G5scc+6pBG7wkZszwLXCRsR17TUYjymAHRCmVS3SQfAMxg2yl\nVD8gl+jAeZLdtVrrGqKJ7Pu1fkmFTCaZnBJNkPuZUmqYsX01sCrJbf4L+IvW+rWYfb8HblVKuVq4\nyIJwwhgD9DygItVlETo8PwICWuvF5g6t9Tda6z8QnYx4Umu92dh/ELiDo4PqO4F5xn6M854CblZK\nZQOzgH/WWtcbx6u01r9qm8cSMoSXgcuN75OAZ2KO9SKadB0ArfW2NixXh0OUwY7JPwGvaK2/AA4p\npYYa+83K9DYwwM5NSSnVDRhJjCVGEFqJZHIK8CxwjVKqiKil79uGFxuuTsOAf2tw6O9ErY3TWqXU\ngnBsfDEuSS/G7L9QKfUxUfn8MfCn1BRPyCDOBjYf49imBvs+MvY3dvx04O9a66oWKqcg2GGOA7KA\nQcD7McceAR5XSr2plLpLKXVSzLF+MW3wI21Z4PaKKIMdk0lEKxHGX9MKeA3wrNY6ArxA1P3O5EKl\n1BbgVWCB1lqUQaG1SSanAK8QdQuZBDzX8EKl1MnAQ8BkrbXf5t6/A+YhbZzQ9sS6ica645tuor2B\nJ4D7UlQ+IUNRSj1irLH6EFCAtjnNbp91C7vjSqnpxsB7j1KqdwsVV8hwDGtfH6LjgL80OLYeOA1Y\nCpwJbFFKFRiHY91ExR2q4HEtAAACjUlEQVS/CYgbVQfDsOz9iKivtQacgFZKLQf6A69FvZTwEF2b\nZc6avK21HmtzS0FocZLJKbAIQGsdUEptAm4jOhP905hrFVF3pQVa6+1299daf2lYYa5q1QcRhONj\nLfB8qgshdHg+BcabG1rrm5VS3Yla+NYT9axYG3N+CWC2qduN7Tdijg819n8JnKKUyjPcQ58AnlBK\nfUK0LReElmItcD8wGugWe0BrfYjouteVRmCZfyDRmi00AZk173hMAJ7WWp+qte5jzEJ/TXQd1a+M\nfX201icBJyulTk1paYVMJZmcFsWc8wBwp9a6vMG1twP1WuvG3D9+a5wrCOnGBcBXqS6E0OF5A8hS\nSt0Ysy/b+PsIcL1S6lywJuju5ajF+j7gXmM/xnnXA4u01rXA48DDhgsfSikn0UlmQWhJ/gTco7X+\nW+xOpdSPjLWrKKXyiMa5+HsKytchEMtgx2MS0DBc7vPArcCLDfa/SNR19H2SM0YptTdme6LWeuMJ\nl1LIdJLJ6f9vbhiuynbuyr8B9hqWP5MKrfVFsSdprT9VSm0mOpstCKnGXDOogMPAzBSXR+jgaK21\nUuqfgAeVUncAZUSjNN6ptd6vlJoKLDUG0wr4vdb6f4xr1xru+O8a3htVwFSt9X7j9ncBpcAnSqkq\nooG/nsJmfbcgHC9a671EA8U1pIToZESIqGHrj1rrD5VSfdqweB0GpfWx3MMFQRAEQRAEQRCEjoi4\niQqCIAiCIAiCIGQgogwKgiAIgiAIgiBkIKIMCoIgCIIgCIIgZCCiDAqCIAiCIAiCIGQgogwKgiAI\ngiAIgiBkIKIMCoIgCIIgCIIgZCCiDAqCIAiCIAiCIGQgogwKgiAIgiAIgiBkIP8PSxazyhSdpiAA\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 900x900 with 30 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(top_tech_dr.dropna())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0010472287237106507"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_tech_dr['AAPL'].quantile(0.52)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.021731024348777783"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_tech_dr['MSFT'].quantile(0.05)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x21c8da92a20>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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L1rUNOeZ0wrMe/rzD39vXYjh3ktGF9Yt/f8VTS3Z0+PUAiqvq+eeXu7DbFA9e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\nD/vl4CxFAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "vips = pdr.get_data_yahoo('VIPS', start=start)['Adj Close']\n",
    "vips.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.02310202782790107"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vips.pct_change().quantile(0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
